{"schema_version":"onlylabs.public_signal.v1","title":"Anthropic Writing: Vibe Physics","description":"Anthropic writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/480298e1-cb86-400b-b48f-7bfc2c12d333","json_url":"https://onlylabs.fyi/signals/480298e1-cb86-400b-b48f-7bfc2c12d333/signal.json","generated_at":"2026-06-11T03:06:09.186936+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/480298e1-cb86-400b-b48f-7bfc2c12d333","signal_json":"https://onlylabs.fyi/signals/480298e1-cb86-400b-b48f-7bfc2c12d333/signal.json","source":"https://www.anthropic.com/research/vibe-physics","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 Vibe Physics. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Vibe physics: The AI grad student \\ Anthropic Science Vibe physics: The AI grad student Mar 23, 2026 Can AI do theoretical physics? In this guest post, professor of.... 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/vibe-physics","source_host":"anthropic.com","occurred_at":"2026-03-23T00:00:00.000Z","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":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/480298e1-cb86-400b-b48f-7bfc2c12d333/signal.json","required":true},{"label":"source","url":"https://www.anthropic.com/research/vibe-physics","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 \"Vibe Physics\" for frontier lab strategy."},"semantic_triples":[{"subject":"Anthropic","predicate":"published","object":"Vibe Physics","text":"Anthropic published Vibe Physics."},{"subject":"Vibe Physics","predicate":"is classified as","object":"writing signal","text":"Vibe Physics is classified as writing signal."},{"subject":"Vibe Physics","predicate":"belongs to","object":"talking desk","text":"Vibe Physics belongs to talking desk."},{"subject":"Vibe Physics","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Vibe Physics has evidence coverage 1 captured evidence page."},{"subject":"Vibe Physics","predicate":"has captured page count","object":"1","text":"Vibe Physics has captured page count 1."},{"subject":"Vibe Physics","predicate":"has readable page count","object":"1","text":"Vibe Physics has readable page count 1."},{"subject":"Vibe Physics","predicate":"has related signal count","object":"6","text":"Vibe Physics has related signal count 6."},{"subject":"Vibe Physics","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":"Vibe Physics 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":"Vibe Physics","predicate":"has source host","object":"anthropic.com","text":"Vibe Physics has source host anthropic.com."},{"subject":"Vibe Physics","predicate":"has lab","object":"Anthropic","text":"Vibe Physics has lab Anthropic."},{"subject":"Vibe Physics","predicate":"has signal desk","object":"talking","text":"Vibe Physics has signal desk talking."},{"subject":"Vibe Physics","predicate":"has source host","object":"anthropic.com","text":"Vibe Physics has source host anthropic.com."},{"subject":"Vibe Physics","predicate":"has watch term","object":"Data pipeline","text":"Vibe Physics has watch term Data pipeline."},{"subject":"Vibe Physics","predicate":"has watch term","object":"Infrastructure","text":"Vibe Physics has watch term Infrastructure."},{"subject":"Vibe Physics","predicate":"has watch term","object":"Agents and tool use","text":"Vibe Physics has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"talking","answer":"Anthropic published Vibe Physics. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Vibe physics: The AI grad student \\ Anthropic Science Vibe physics: The AI grad student Mar 23, 2026 Can AI do theoretical physics? In this guest post, professor of.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Anthropic","predicate":"published","object":"Vibe Physics","text":"Anthropic published Vibe Physics."},{"subject":"Vibe Physics","predicate":"is classified as","object":"writing signal","text":"Vibe Physics is classified as writing signal."},{"subject":"Vibe Physics","predicate":"belongs to","object":"talking desk","text":"Vibe Physics belongs to talking desk."},{"subject":"Vibe Physics","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Vibe Physics has evidence coverage 1 captured evidence page."}]},"signal":{"id":"480298e1-cb86-400b-b48f-7bfc2c12d333","url":"https://onlylabs.fyi/signals/480298e1-cb86-400b-b48f-7bfc2c12d333","json_url":"https://onlylabs.fyi/signals/480298e1-cb86-400b-b48f-7bfc2c12d333/signal.json","source_url":"https://www.anthropic.com/research/vibe-physics","title":"Vibe Physics","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":"2026-03-23T00:00:00.000Z","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/vibe-physics"]},"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/vibe-physics","final_url":"https://www.anthropic.com/research/vibe-physics","title":"Vibe Physics","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:06:09.186936+00:00","bytes":227406,"raw_path":"a88ccd9cde45b630e32610b6bc185a6c52ff59053d5b10824ae7d5da31f834b2.html","content_hash":"a5105c5ebb5eca33db1ddfc138b3efbcdddcaeb5762a99693e0f635b0f8a6c4f","excerpt_chars":1200,"truncated":true,"excerpt":"Vibe physics: The AI grad student \\ Anthropic Science Vibe physics: The AI grad student Mar 23, 2026 Can AI do theoretical physics? In this guest post, professor of physics Matthew Schwartz decided to find out by supervising Claude through a real research calculation, start to finish, without ever touching a file himself. His account of what happened is below. Summary I guided Claude Opus 4.5 through a real theoretical physics calculation, encapsulating the complexity of code and computations behind text prompts. The result was a technically rigorous, impactful high-energy theoretical physics paper in two weeks instead of the usual year. Over 110 separate drafts, 36M tokens, and 40+ hours of local CPU compute, Claude proved fast, indefatigable, and eager to please. Claude is impressively capable, but also sloppy enough that I found domain expertise essential for evaluating its accuracy. AI is not doing end-to-end science yet. But this project proves that I could create a set of prompts that can get Claude to do frontier science. This wasn’t true three months ago. This may be the most important paper I’ve ever written—not for the physics, but for the method. There is no going back...."},"evidence_pages":[{"url":"https://www.anthropic.com/research/vibe-physics","final_url":"https://www.anthropic.com/research/vibe-physics","title":"Vibe Physics","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:06:09.186936+00:00","bytes":227406,"raw_path":"a88ccd9cde45b630e32610b6bc185a6c52ff59053d5b10824ae7d5da31f834b2.html","content_hash":"a5105c5ebb5eca33db1ddfc138b3efbcdddcaeb5762a99693e0f635b0f8a6c4f","excerpt_chars":1200,"truncated":true,"excerpt":"Vibe physics: The AI grad student \\ Anthropic Science Vibe physics: The AI grad student Mar 23, 2026 Can AI do theoretical physics? In this guest post, professor of physics Matthew Schwartz decided to find out by supervising Claude through a real research calculation, start to finish, without ever touching a file himself. His account of what happened is below. Summary I guided Claude Opus 4.5 through a real theoretical physics calculation, encapsulating the complexity of code and computations behind text prompts. The result was a technically rigorous, impactful high-energy theoretical physics paper in two weeks instead of the usual year. Over 110 separate drafts, 36M tokens, and 40+ hours of local CPU compute, Claude proved fast, indefatigable, and eager to please. Claude is impressively capable, but also sloppy enough that I found domain expertise essential for evaluating its accuracy. AI is not doing end-to-end science yet. But this project proves that I could create a set of prompts that can get Claude to do frontier science. This wasn’t true three months ago. This may be the most important paper I’ve ever written—not for the physics, but for the method. There is no going back...."}],"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"}]}