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Ryan Orhan
@rynorhn
building
加入 November 2025
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holy shit. claude just pushed a theoretical physics calculation beyond the previous record after working on it largely by itself for days. >previous record: 8 loops >claude reached 9 >largely unsupervised >wrote its own code >found two different ways to calculate it >both gave the same result >107,053 nonzero coefficients matched physicists then spent weeks checking the work this is the shit i’ve been waiting for. science is about to get fucking weird.
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New on the Science Blog: Yes, Claude can do Nine Loops. Theoretical physicists predict how particles behave using formulas called scattering amplitudes. These are notoriously hard to compute, so researchers work with layers of increasingly fine corrections called “loops”—each added loop makes 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:
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