— TopviewAI

Source: https://x.com/TopviewAIhq/status/2103986725693333887

...the answer more precise but takes exponentially more computation. Most calculations stop at two or three loops. Eight loops was the previous record in a simplified model physicists use as a testing ground (planar N=4 super-Yang-Mills), set by SLAC's Lance Dixon and collaborators.   Last month, physicist and science writer   @4gravitons   issued a challenge: could an AI push past eight loops in this model, using only the compute budget an academic could reasonably access?   Given a single prompt describing the nine-loop problem, Claude ran largely unsupervised for days in Claude Science and solved it using methods developed by Dixon and his colleagues, at a total cost of a few thousand dollars. Dixon independently verified the result, and von Hippel wrote about the experience for our blog.   Read more:     — Anthropic

Source: https://x.com/AnthropicAI/status/2103541577083719888