ResearchOctober 01, 2026
-42
đź§Š
Claude Unleashed: BootLoops for Vibe Physics
An open-source toolkit called BootLoops enables AI models to perform precise quantitative scientific calculations; a Harvard physicist used it with Claude to produce 36 manuscripts in three months.
#BootLoops#Claude#Open Source#Scientific Computing#LLM

🔥 What happened
Prof. Matthew Schwartz stopped fighting Claude and started hunting for “Claude-shaped” problems. The result: BootLoops, an open-source toolkit for exact calculations in physics – which then surfaced connections to ecology, population genetics, and a dozen other fields.
đź’ˇ Why it matters
Instead of math puzzles, AI now tackles real scientific problems that used to take research groups years. Schwartz says Claude Opus 4.5 performs like a strong grad student at 20x the speed. The catch: without domain experts, the AI stays technically correct but scientifically unremarkable.
⚡ Our take
The “impedance mismatch” between scientists and AI is real – but BootLoops proves we must stop treating AI like a human. Anyone still writing every line themselves will lose to teams that hand Claude the right problems.
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