{"schema_version":"onlylabs.public_signal.v1","title":"Anthropic Writing: Off Switch Dual Use","description":"Anthropic writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/818bfc0b-2f32-4f59-9457-9a3ae0e6c890","json_url":"https://onlylabs.fyi/signals/818bfc0b-2f32-4f59-9457-9a3ae0e6c890/signal.json","generated_at":"2026-07-27T00:23:37.678Z","evidence_latest_fetched_at":"2026-07-09T00:02:21.717052+00:00","signal_first_seen_at":"2026-07-09T00:00:48.758815+00:00","org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/anthropic","dossier_json_url":"https://onlylabs.fyi/labs/anthropic/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/818bfc0b-2f32-4f59-9457-9a3ae0e6c890","signal_json":"https://onlylabs.fyi/signals/818bfc0b-2f32-4f59-9457-9a3ae0e6c890/signal.json","source":"https://www.anthropic.com/research/off-switch-dual-use","lab_dossier":"https://onlylabs.fyi/labs/anthropic","lab_dossier_json":"https://onlylabs.fyi/labs/anthropic/dossier.json","analysis":"https://onlylabs.fyi/analysis/anthropic","analysis_json":"https://onlylabs.fyi/analysis/anthropic/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/anthropic/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":"Anthropic published Off Switch Dual Use. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: An off switch for dual use knowledge in AI models \\ Anthropic Alignment An off switch for dual use knowledge in AI models Jul 8, 2026 This post describes research.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://www.anthropic.com/research/off-switch-dual-use","source_host":"anthropic.com","occurred_at":"2026-07-08T00:00:00.000Z","first_seen_at":"2026-07-09T00:00:48.758815+00:00","date_source":"page.visible_date","context":null},"context_markers":[{"label":"Lab","value":"Anthropic","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"anthropic.com","source":"source"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety 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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?","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/818bfc0b-2f32-4f59-9457-9a3ae0e6c890/signal.json","required":true},{"label":"source","url":"https://www.anthropic.com/research/off-switch-dual-use","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/anthropic/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/anthropic/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 Anthropic's writing signal \"Off Switch Dual Use\" for frontier lab strategy."},"semantic_triples":[{"subject":"Anthropic","predicate":"published","object":"Off Switch Dual Use","text":"Anthropic published Off Switch Dual Use."},{"subject":"Off Switch Dual Use","predicate":"is classified as","object":"writing signal","text":"Off Switch Dual Use is classified as writing signal."},{"subject":"Off Switch Dual Use","predicate":"belongs to","object":"talking desk","text":"Off Switch Dual Use belongs to talking desk."},{"subject":"Off Switch Dual Use","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Off Switch Dual Use has evidence coverage 1 captured evidence page."},{"subject":"Off Switch Dual Use","predicate":"has captured page count","object":"1","text":"Off Switch Dual Use has captured page count 1."},{"subject":"Off Switch Dual Use","predicate":"has readable page count","object":"1","text":"Off Switch Dual Use has readable page count 1."},{"subject":"Off Switch Dual Use","predicate":"has related signal count","object":"6","text":"Off Switch Dual Use has related signal count 6."},{"subject":"Off Switch Dual Use","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":"Off Switch Dual Use 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":"Off Switch Dual Use","predicate":"has source host","object":"anthropic.com","text":"Off Switch Dual Use has source host anthropic.com."},{"subject":"Off Switch Dual Use","predicate":"has lab","object":"Anthropic","text":"Off Switch Dual Use has lab Anthropic."},{"subject":"Off Switch Dual Use","predicate":"has signal desk","object":"talking","text":"Off Switch Dual Use has signal desk 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This talking signal gives public context for research themes, product direction, policy, or launch framing. 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A frontier AI model is, among other things, a large store of knowledge. Some of that knowledge is dual use , meaning it can be used for good or for bad. For example, knowledge of cybersecurity can help patch critical security vulnerabilities, or it can be used to exploit them. Knowledge of virology can help a researcher create a vaccine, but it can also help a malicious actor design a deadly pathogen. Ideally, we would be able to balance three separate goals: first, limiting access to dual use capabilities in as surgical a way as possible; second, allowing trusted users to access those same capabilities for beneficial purposes; and third, do all this without affecting the model’s performance on any other task. Current safeguards are imperfect. We train models to refuse harmful requests and use classifiers to screen inputs and outputs for dangerous content. These layers of protection guard against dangerous outputs—but they don’t change the knowledge stored in the..."},"evidence_pages":[],"related_signals":[{"id":"02d3865b-27dd-430e-9a7b-19731f2c6a68","url":"https://onlylabs.fyi/signals/02d3865b-27dd-430e-9a7b-19731f2c6a68","source_url":"https://www.anthropic.com/research/project-pilot","title":"Project Pilot","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-07-24T15:38:58+00:00","first_seen_at":"2026-07-24T16:00:49.432854+00:00","date_source":"sitemap.lastmod"},{"id":"03a6b625-8bfd-4013-aeb9-01cd9d54c1a2","url":"https://onlylabs.fyi/signals/03a6b625-8bfd-4013-aeb9-01cd9d54c1a2","source_url":"https://www.anthropic.com/news/claude-opus-5","title":"Claude Opus 5","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-07-24T00:00:00.000Z","first_seen_at":"2026-07-24T20:01:42.259449+00:00","date_source":"page.visible_date"},{"id":"fe39b872-b06a-431f-a22f-0be3d99237af","url":"https://onlylabs.fyi/signals/fe39b872-b06a-431f-a22f-0be3d99237af","source_url":"https://www.anthropic.com/news/economic-futures-research-fund-agenda","title":"Economic Futures Research Fund Agenda","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-07-22T00:00:00.000Z","first_seen_at":"2026-07-22T20:01:45.784193+00:00","date_source":"page.visible_date"},{"id":"bac98d20-6785-463f-bf52-95d40ecaae07","url":"https://onlylabs.fyi/signals/bac98d20-6785-463f-bf52-95d40ecaae07","source_url":"https://www.anthropic.com/news/claude-for-creative-work-dev","title":"Claude For Creative Work Dev","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-04-28T00:00:00.000Z","first_seen_at":"2026-07-23T20:00:55.393567+00:00","date_source":"page.visible_date"},{"id":"cbb53657-aed0-497d-97df-6058d564e6ea","url":"https://onlylabs.fyi/signals/cbb53657-aed0-497d-97df-6058d564e6ea","source_url":"https://www.anthropic.com/news/claude-opus-4-7","title":"Claude Opus 4 7","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-04-16T00:00:00.000Z","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"page.visible_date"},{"id":"8cbc5367-b086-4b80-9ff2-8a8d0c209fa2","url":"https://onlylabs.fyi/signals/8cbc5367-b086-4b80-9ff2-8a8d0c209fa2","source_url":"https://www.anthropic.com/news/claude-opus-4-5","title":"Claude Opus 4 5","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2025-11-24T00:00:00.000Z","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"page.visible_date"}]}