{"schema_version":"onlylabs.public_signal.v1","title":"Anthropic Writing: Predictability And Surprise In Large Generative Models","description":"Anthropic writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/a990bdbd-90f8-4644-bd09-4a9d798087c3","json_url":"https://onlylabs.fyi/signals/a990bdbd-90f8-4644-bd09-4a9d798087c3/signal.json","generated_at":"2026-06-11T04:15:35.745433+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/a990bdbd-90f8-4644-bd09-4a9d798087c3","signal_json":"https://onlylabs.fyi/signals/a990bdbd-90f8-4644-bd09-4a9d798087c3/signal.json","source":"https://www.anthropic.com/research/predictability-and-surprise-in-large-generative-models","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 Predictability And Surprise In Large Generative Models. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Predictability and Surprise in Large Generative Models \\ Anthropic Societal Impacts Predictability and Surprise in Large Generative Models Feb 15, 2022 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/predictability-and-surprise-in-large-generative-models","source_host":"anthropic.com","occurred_at":"2022-02-15T00:00:00.000Z","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":"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":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://www.anthropic.com/research/predictability-and-surprise-in-large-generative-models"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:15:35.745433+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/a990bdbd-90f8-4644-bd09-4a9d798087c3/signal.json","dossier_json":"https://onlylabs.fyi/labs/anthropic/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/anthropic/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/anthropic/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":null,"opportunities_json":null},"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?","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/a990bdbd-90f8-4644-bd09-4a9d798087c3/signal.json","required":true},{"label":"source","url":"https://www.anthropic.com/research/predictability-and-surprise-in-large-generative-models","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 \"Predictability And Surprise In Large Generative Models\" for frontier lab strategy."},"semantic_triples":[{"subject":"Anthropic","predicate":"published","object":"Predictability And Surprise In Large Generative Models","text":"Anthropic published Predictability And Surprise In Large Generative Models."},{"subject":"Predictability And Surprise In Large Generative Models","predicate":"is classified as","object":"writing signal","text":"Predictability And Surprise In Large Generative Models is classified as writing signal."},{"subject":"Predictability And Surprise In Large Generative Models","predicate":"belongs to","object":"talking desk","text":"Predictability And Surprise In Large Generative Models belongs to talking desk."},{"subject":"Predictability And Surprise In Large Generative Models","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Predictability And Surprise In Large Generative Models has evidence coverage 1 captured evidence page."},{"subject":"Predictability And Surprise In Large Generative Models","predicate":"has captured page count","object":"1","text":"Predictability And Surprise In Large Generative Models has captured page count 1."},{"subject":"Predictability And Surprise In Large Generative Models","predicate":"has readable page count","object":"1","text":"Predictability And Surprise In Large Generative Models has readable page count 1."},{"subject":"Predictability And Surprise In Large Generative Models","predicate":"has related signal count","object":"6","text":"Predictability And Surprise In Large Generative Models has related signal count 6."},{"subject":"Predictability And Surprise In Large Generative Models","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":"Predictability And Surprise In Large Generative Models 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":"Predictability And Surprise In Large Generative Models","predicate":"has source host","object":"anthropic.com","text":"Predictability And Surprise In Large Generative Models has source host anthropic.com."},{"subject":"Predictability And Surprise In Large Generative Models","predicate":"has lab","object":"Anthropic","text":"Predictability And Surprise In Large Generative Models has lab Anthropic."},{"subject":"Predictability And Surprise In Large Generative Models","predicate":"has signal desk","object":"talking","text":"Predictability And Surprise In Large Generative Models has signal desk talking."},{"subject":"Predictability And Surprise In Large Generative Models","predicate":"has source host","object":"anthropic.com","text":"Predictability And Surprise In Large Generative Models has source host anthropic.com."},{"subject":"Predictability And Surprise In Large Generative Models","predicate":"has watch term","object":"Infrastructure","text":"Predictability And Surprise In Large Generative Models has watch term Infrastructure."},{"subject":"Predictability And Surprise In Large Generative Models","predicate":"has watch term","object":"Safety and alignment","text":"Predictability And Surprise In Large Generative Models has watch term Safety and alignment."},{"subject":"Predictability And Surprise In Large Generative Models","predicate":"has watch term","object":"Agents and tool use","text":"Predictability And Surprise In Large Generative Models has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"talking","answer":"Anthropic published Predictability And Surprise In Large Generative Models. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Predictability and Surprise in Large Generative Models \\ Anthropic Societal Impacts Predictability and Surprise in Large Generative Models Feb 15, 2022 Read Paper.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Anthropic","predicate":"published","object":"Predictability And Surprise In Large Generative Models","text":"Anthropic published Predictability And Surprise In Large Generative Models."},{"subject":"Predictability And Surprise In Large Generative Models","predicate":"is classified as","object":"writing signal","text":"Predictability And Surprise In Large Generative Models is classified as writing signal."},{"subject":"Predictability And Surprise In Large Generative Models","predicate":"belongs to","object":"talking desk","text":"Predictability And Surprise In Large Generative Models belongs to talking desk."},{"subject":"Predictability And Surprise In Large Generative Models","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Predictability And Surprise In Large Generative Models has evidence coverage 1 captured evidence page."}]},"signal":{"id":"a990bdbd-90f8-4644-bd09-4a9d798087c3","url":"https://onlylabs.fyi/signals/a990bdbd-90f8-4644-bd09-4a9d798087c3","json_url":"https://onlylabs.fyi/signals/a990bdbd-90f8-4644-bd09-4a9d798087c3/signal.json","source_url":"https://www.anthropic.com/research/predictability-and-surprise-in-large-generative-models","title":"Predictability And Surprise In Large Generative Models","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":"2022-02-15T00:00:00.000Z","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/predictability-and-surprise-in-large-generative-models"]},"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/predictability-and-surprise-in-large-generative-models","final_url":"https://www.anthropic.com/research/predictability-and-surprise-in-large-generative-models","title":"Predictability And Surprise In Large Generative Models","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T04:15:35.745433+00:00","bytes":108431,"raw_path":"35da9e76567813100db01421089418ef5d6eb885754bd931b46368b4f77d6553.html","content_hash":"61654187895bdcc732ee95cd1ea0277a3819fe6dbf12b2341d3f894a850aaa56","excerpt_chars":1200,"truncated":true,"excerpt":"Predictability and Surprise in Large Generative Models \\ Anthropic Societal Impacts Predictability and Surprise in Large Generative Models Feb 15, 2022 Read Paper Abstract Large-scale pre-training has recently emerged as a technique for creating capable, general purpose, generative models such as GPT-3, Megatron-Turing NLG, Gopher, and many others. In this paper, we highlight a counterintuitive property of such models and discuss the policy implications of this property. Namely, these generative models have an unusual combination of predictable loss on a broad training distribution (as embodied in their \"scaling laws\"), and unpredictable specific capabilities, inputs, and outputs. We believe that the high-level predictability and appearance of useful capabilities drives rapid development of such models, while the unpredictable qualities make it difficult to anticipate the consequences of model deployment. We go through examples of how this combination can lead to socially harmful behavior with examples from the literature and real world observations, and we also perform two novel experiments to illustrate our point about harms from unpredictability. Furthermore, we analyze how..."},"evidence_pages":[{"url":"https://www.anthropic.com/research/predictability-and-surprise-in-large-generative-models","final_url":"https://www.anthropic.com/research/predictability-and-surprise-in-large-generative-models","title":"Predictability And Surprise In Large Generative Models","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T04:15:35.745433+00:00","bytes":108431,"raw_path":"35da9e76567813100db01421089418ef5d6eb885754bd931b46368b4f77d6553.html","content_hash":"61654187895bdcc732ee95cd1ea0277a3819fe6dbf12b2341d3f894a850aaa56","excerpt_chars":1200,"truncated":true,"excerpt":"Predictability and Surprise in Large Generative Models \\ Anthropic Societal Impacts Predictability and Surprise in Large Generative Models Feb 15, 2022 Read Paper Abstract Large-scale pre-training has recently emerged as a technique for creating capable, general purpose, generative models such as GPT-3, Megatron-Turing NLG, Gopher, and many others. In this paper, we highlight a counterintuitive property of such models and discuss the policy implications of this property. Namely, these generative models have an unusual combination of predictable loss on a broad training distribution (as embodied in their \"scaling laws\"), and unpredictable specific capabilities, inputs, and outputs. We believe that the high-level predictability and appearance of useful capabilities drives rapid development of such models, while the unpredictable qualities make it difficult to anticipate the consequences of model deployment. We go through examples of how this combination can lead to socially harmful behavior with examples from the literature and real world observations, and we also perform two novel experiments to illustrate our point about harms from unpredictability. Furthermore, we analyze how..."}],"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"}]}