The Information Machine
Concluded·Day 9·5 sources·updated 26 Sep 2026

Claude's nine-loop amplitude calculation

The gist

Claude Solves Nine-Loop Scattering Amplitude, Surpassing Human Record

Each additional loop in scattering amplitude calculations multiplies computational complexity exponentially, and most such calculations stop at two or three loops. The result passed independent verification by the physicist who held the previous record.

The full picture

Claude completed a nine-loop scattering amplitude calculation in the planar N=4 super-Yang-Mills model, surpassing the previous eight-loop record set by SLAC physicist Lance Dixon and collaborators. The challenge was originally posed by physicist and science writer @4gravitons, who asked whether AI could advance past eight loops within a compute budget accessible to an academic. Given a single prompt, Claude ran largely unsupervised inside the Claude Science environment for multiple days, with only periodic continuation prompts and no mid-run scientific corrections, at a total cost of a few thousand dollars, with model inference costs dominating. Dixon independently verified the result using his group's existing verification tools.

How it developed
25 September 2026

Claude completed a nine-loop calculation of the six-particle scattering amplitude in planar N=4 super-Yang-Mills theory, published September 26, surpassing the eight-loop record held by SLAC physicist Lance Dixon and collaborators.

The challenge was posed by physicist @4gravitons, asking whether AI could reach this level within an academic compute budget; Claude ran for multiple days on a single prompt with no mid-run corrections. Dixon independently verified the result and said Claude 'understands our 2019 and 2023 papers better than any human, aside from my co-authors'.

18 September 2026

Anthropic reports Claude led 26% of model R&D tasks by August 2025, up from 1% in March, with over 90% of research involving Claude

Sources
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