# Open‑source BootLoops harness lets Claude do exact scientific calculations

> Anthropic’s Claude, using the BootLoops code, produced 36 papers in 18 fields over three months, including new integrals and a 20‑year‑old ecology equation.

Oossa · 2026-10-03 · https://oossa.com/en/open-source-bootloops-harness-lets-claude-do-exact-scientific-calculations

Anthropic released BootLoops, an open‑source harness that lets its Claude model run precise scientific calculations. Over a three‑month trial, the team generated 36 manuscripts across 18 disciplines, with Claude computing 30 particle‑physics integrals—15 new results—and solving a long‑standing ecology equation. The code is on GitHub, but the work still needed domain experts to interpret the outputs.

## The facts

- 36 manuscripts in 18 fields were produced in three months.
- Claude computed 30 integrals, half of them previously unknown.

## Why it matters

Scientists can use BootLoops to speed up complex calculations, freeing time for interpretation and new hypothesis testing.

## Sources & references

1. [Open-source "BootLoops" harness supports AI models in performing precise scientific calculations](https://the-decoder.com/open-source-bootloops-harness-supports-ai-models-in-performing-precise-scientific-calculations/) – The Decoder, 2026-10-03

Last updated: 2026-10-03