{"type":"analysis","id":"analysis:the-physics-speedup-depends-on-a-result-experts-can-check","slug":"the-physics-speedup-depends-on-a-result-experts-can-check","title":"The physics speedup depends on a result experts can check","description":"Matthew Schwartz reports finishing a theoretical-physics calculation in two weeks instead of the usual year with Claude Opus 4.5. The stronger lesson is conditional: the target had established methods and numerical checks, and Schwartz supplied the judgment to guide and verify the work.","published_at":"2026-10-03T08:00:00.000Z","updated_at":"2026-10-03T08:00:00.000Z","record_date":"2026-10-03","topics":["claude","research"],"source_urls":["https://www.anthropic.com/research/vibe-physics","https://www.anthropic.com/research/claude-shaped-science","https://anthropic.com/research/how-ai-is-transforming-work-at-anthropic","https://t.me/qwgai/1785","https://anthropic.com/claude-fable-and-mythos-5-1"],"language":"en","routes":{"html":"https://newruntime.com/analysis/the-physics-speedup-depends-on-a-result-experts-can-check/","markdown":"https://newruntime.com/analysis/the-physics-speedup-depends-on-a-result-experts-can-check.md","json":"https://newruntime.com/analysis/the-physics-speedup-depends-on-a-result-experts-can-check.json"},"author":{"role":"author","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"editorial_provenance":{"desk":"authorial","target_ref":"story_cluster:anthropic-описывает-использование-claude-для-поиска-научных-задач-095265f8c108","authorial_article_id":"f6275e52-d664-42b0-88c9-7478544edeab"}}