{"schema_version":"onlylabs.public_signal.v1","title":"Anthropic Writing: Specific Versus General Principles For Constitutional Ai","description":"Anthropic writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/f2816f59-19c5-4431-aca1-7cb1dc22a5f7","json_url":"https://onlylabs.fyi/signals/f2816f59-19c5-4431-aca1-7cb1dc22a5f7/signal.json","generated_at":"2026-06-11T04:17:54.332289+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/f2816f59-19c5-4431-aca1-7cb1dc22a5f7","signal_json":"https://onlylabs.fyi/signals/f2816f59-19c5-4431-aca1-7cb1dc22a5f7/signal.json","source":"https://www.anthropic.com/research/specific-versus-general-principles-for-constitutional-ai","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 Specific Versus General Principles For Constitutional Ai. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Specific versus General Principles for Constitutional AI \\ Anthropic Alignment Research Specific versus General Principles for Constitutional AI Oct 24, 2023 Read Paper.... 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/specific-versus-general-principles-for-constitutional-ai","source_host":"anthropic.com","occurred_at":"2023-10-24T00:00:00.000Z","first_seen_at":"2026-06-09T02:17:26.339488+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":"Safety and alignment","source":"evidence"},{"label":"Watch term","value":"Agents and tool 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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/f2816f59-19c5-4431-aca1-7cb1dc22a5f7/signal.json","required":true},{"label":"source","url":"https://www.anthropic.com/research/specific-versus-general-principles-for-constitutional-ai","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 \"Specific Versus General Principles For Constitutional Ai\" for frontier lab strategy."},"semantic_triples":[{"subject":"Anthropic","predicate":"published","object":"Specific Versus General Principles For Constitutional Ai","text":"Anthropic published Specific Versus General Principles For Constitutional Ai."},{"subject":"Specific Versus General Principles For Constitutional Ai","predicate":"is classified as","object":"writing signal","text":"Specific Versus General Principles For Constitutional Ai is classified as writing signal."},{"subject":"Specific Versus General Principles For Constitutional Ai","predicate":"belongs to","object":"talking desk","text":"Specific Versus General Principles For Constitutional Ai belongs to talking desk."},{"subject":"Specific Versus General Principles For Constitutional Ai","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Specific Versus General 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This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Specific versus General Principles for Constitutional AI \\ Anthropic Alignment Research Specific versus General Principles for Constitutional AI Oct 24, 2023 Read Paper.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Anthropic","predicate":"published","object":"Specific Versus General Principles For Constitutional Ai","text":"Anthropic published Specific Versus General Principles For Constitutional Ai."},{"subject":"Specific Versus General Principles For Constitutional Ai","predicate":"is classified as","object":"writing signal","text":"Specific Versus General Principles For Constitutional Ai is classified as writing signal."},{"subject":"Specific Versus General Principles For Constitutional Ai","predicate":"belongs to","object":"talking desk","text":"Specific Versus General Principles For Constitutional Ai belongs to talking desk."},{"subject":"Specific Versus General Principles For Constitutional Ai","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Specific Versus General Principles For Constitutional Ai has evidence coverage 1 captured evidence page."}]},"signal":{"id":"f2816f59-19c5-4431-aca1-7cb1dc22a5f7","url":"https://onlylabs.fyi/signals/f2816f59-19c5-4431-aca1-7cb1dc22a5f7","json_url":"https://onlylabs.fyi/signals/f2816f59-19c5-4431-aca1-7cb1dc22a5f7/signal.json","source_url":"https://www.anthropic.com/research/specific-versus-general-principles-for-constitutional-ai","title":"Specific Versus General Principles For Constitutional Ai","summary":"Anthropic 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":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2023-10-24T00:00:00.000Z","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"page.visible_date","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://www.anthropic.com/research/specific-versus-general-principles-for-constitutional-ai"]},"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://www.anthropic.com/research/specific-versus-general-principles-for-constitutional-ai","final_url":"https://www.anthropic.com/research/specific-versus-general-principles-for-constitutional-ai","title":"Specific Versus General Principles For Constitutional Ai","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T04:17:54.332289+00:00","bytes":105813,"raw_path":"29e932cdb1e364e88a6223bdffbc279f2d73f88c076a28a20cb298690a39fc84.html","content_hash":"cb8376e4e02477ef4973a278ffd718ae36a266810e2930f83ac355fddc2cb925","excerpt_chars":1200,"truncated":true,"excerpt":"Specific versus General Principles for Constitutional AI \\ Anthropic Alignment Research Specific versus General Principles for Constitutional AI Oct 24, 2023 Read Paper Abstract Human feedback can prevent overtly harmful utterances in conversational models, but may not automatically mitigate subtle problematic behaviors such as a stated desire for self-preservation or power. Constitutional AI offers an alternative, replacing human feedback with feedback from AI models conditioned only on a list of written principles. We find this approach effectively prevents the expression of such behaviors. The success of simple principles motivates us to ask: can models learn general ethical behaviors from only a single written principle? To test this, we run experiments using a principle roughly stated as \"do what's best for humanity.\" We find that the largest dialogue models can generalize from this short constitution, resulting in harmless assistants with no stated interest in specific motivations like power. A general principle may thus partially avoid the need for a long list of constitutions targeting potentially harmful behaviors. However, more detailed constitutions still improve..."},"evidence_pages":[{"url":"https://www.anthropic.com/research/specific-versus-general-principles-for-constitutional-ai","final_url":"https://www.anthropic.com/research/specific-versus-general-principles-for-constitutional-ai","title":"Specific Versus General Principles For Constitutional Ai","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T04:17:54.332289+00:00","bytes":105813,"raw_path":"29e932cdb1e364e88a6223bdffbc279f2d73f88c076a28a20cb298690a39fc84.html","content_hash":"cb8376e4e02477ef4973a278ffd718ae36a266810e2930f83ac355fddc2cb925","excerpt_chars":1200,"truncated":true,"excerpt":"Specific versus General Principles for Constitutional AI \\ Anthropic Alignment Research Specific versus General Principles for Constitutional AI Oct 24, 2023 Read Paper Abstract Human feedback can prevent overtly harmful utterances in conversational models, but may not automatically mitigate subtle problematic behaviors such as a stated desire for self-preservation or power. Constitutional AI offers an alternative, replacing human feedback with feedback from AI models conditioned only on a list of written principles. We find this approach effectively prevents the expression of such behaviors. The success of simple principles motivates us to ask: can models learn general ethical behaviors from only a single written principle? To test this, we run experiments using a principle roughly stated as \"do what's best for humanity.\" We find that the largest dialogue models can generalize from this short constitution, resulting in harmless assistants with no stated interest in specific motivations like power. A general principle may thus partially avoid the need for a long list of constitutions targeting potentially harmful behaviors. However, more detailed constitutions still improve..."}],"related_signals":[{"id":"6c78c028-3ab4-4b33-86f7-d86c8ba9e3ba","url":"https://onlylabs.fyi/signals/6c78c028-3ab4-4b33-86f7-d86c8ba9e3ba","source_url":"https://www.anthropic.com/research/agents-in-biology","title":"Agents In Biology","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-10T15:16:01+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod"},{"id":"2648db51-9d6a-42a9-aece-a0ca5f9ce64f","url":"https://onlylabs.fyi/signals/2648db51-9d6a-42a9-aece-a0ca5f9ce64f","source_url":"https://www.anthropic.com/news/claude-fable-5-mythos-5","title":"Claude Fable 5 Mythos 5","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-09T20:27:50+00:00","first_seen_at":"2026-06-10T07:01:05.666054+00:00","date_source":"sitemap.lastmod"},{"id":"8475487f-45b4-4689-9bc5-8e4c6ca0457d","url":"https://onlylabs.fyi/signals/8475487f-45b4-4689-9bc5-8e4c6ca0457d","source_url":"https://www.anthropic.com/engineering/how-we-contain-claude","title":"How We Contain Claude","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-06T00:28:16+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod"},{"id":"e4fbfcdd-15b4-41b9-b011-fd83e7068ae9","url":"https://onlylabs.fyi/signals/e4fbfcdd-15b4-41b9-b011-fd83e7068ae9","source_url":"https://www.anthropic.com/research/making-claude-a-chemist","title":"Making Claude A Chemist","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-05T20:13:40+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod"},{"id":"cc62deba-9682-4751-aa6b-81c3bd7122a0","url":"https://onlylabs.fyi/signals/cc62deba-9682-4751-aa6b-81c3bd7122a0","source_url":"https://www.anthropic.com/research/measuring-agent-autonomy","title":"Measuring Agent Autonomy","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-05T15:49:18+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod"},{"id":"93da14fd-7141-4e17-abd6-1c8d52435c70","url":"https://onlylabs.fyi/signals/93da14fd-7141-4e17-abd6-1c8d52435c70","source_url":"https://www.anthropic.com/research/values-wild","title":"Values Wild","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-05T15:38:54+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod"}]}