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signalAI热榜2026-09-26

Claude Completes Nine-Loop Amplitude Calculation in N=4 Supersymmetric Yang-Mills, Physicist Matt von Hippel Recounts the Challenge

Anthropic physicists used Claude to compute the nine-loop amplitude in N=4 supersymmetric Yang-Mills, a challenge proposed by physicist Matt von Hippel. The calculation cost between $100 and $2000, with one method using only $100 worth of compute, equivalent to 96 CPUs running for a week. A human team led by Song He also nearly achieved the result with GPT-6 assistance.

for who
Theoretical physicists, AI researchers, and scientists evaluating AI's role in computational science.
why now
Within a month, Claude solved a physics challenge, marking a timely milestone.
what changes
Researchers may now view AI as a practical tool for tackling hard computational problems, as the challenge showed such tasks are achievable within limited budgets.
to do
Propose similar computational challenges to AI systems or use platforms like Claude Science to explore hard calculations.
key points
  • Claude successfully computed nine-loop N=4 super Yang-Mills amplitude, costing $100-2000.
  • Bootstrap method used Python and SymPy, running 96 CPUs for a week.
#physics computing#claude#amplitude calculation#ai research
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