# Harvard physicist uses Claude to publish 36 manuscripts in 18 fields in three months

Digest AI · Research · published 2026-10-13T08:23:49Z

Canonical: https://digestai.news/story/harvard-physicist-uses-claude-to-publish-36-manuscripts-in-18-fields-i

## Summary

Harvard physics professor Matthew Schwartz used **Claude** to produce **36 research manuscripts** across **18 fields**—including ecology, genetics, and economics—in just three months. He selected projects from about **400 candidates**, leveraging **BootLoops**, an open-source toolkit that automates scientific calculations with AI. Most fields were outside his expertise, but Schwartz structured problems to fit **Claude’s strengths**, such as cross-disciplinary method transfer. His approach involved defining strict success criteria and validating results with domain experts.

Key findings include solving a **20-year-old unsolved ecology equation**, analyzing **5.7 billion genetic mutations**, and identifying flaws in **Medicare Advantage star ratings**, potentially shifting **$0.9B–$1.4B** in payments. The project, funded by **Anthropic**, where Schwartz is a visiting researcher, is open-source under the **MIT license** and works with **Claude, Gemini, or ChatGPT**. While none of the manuscripts have been peer-reviewed yet, Schwartz emphasizes the need for human oversight due to AI’s tendency to overstate results or miss nuances.

## Key points

- Harvard physicist Matthew Schwartz published 36 manuscripts in 18 fields using Claude in three months
- BootLoops toolkit automates scientific calculations with AI, funded by Anthropic and open-source under MIT license
- Project uncovered flaws in Medicare ratings, costing $0.9B–$1.4B, and solved unsolved ecology equations

## Why it matters

Demonstrates how AI can accelerate research across disciplines when paired with structured workflows and expert validation, though human oversight remains critical for accuracy.

## Sources

1. [With Claude, a Harvard physicist produced 36 manuscripts across 18 fields in three months](https://maccus.fr/en/bootloops-claude-science) (maccus.fr, 2026-10-13)

Part of the developing story: [AI Accelerates Scientific Manuscript Production](https://digestai.news/thread/schwartz-releases-bootloops-1-0-an-open-source-llm-harness-for-science) (2 stories)

## Cite

Digest AI, "Harvard physicist uses Claude to publish 36 manuscripts in 18 fields in three months", 13 October 2026, https://digestai.news/story/harvard-physicist-uses-claude-to-publish-36-manuscripts-in-18-fields-i

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