Super Data Science: ML & AI Podcast with Jon Krohn

980: AI Making Theoretical Physics Breakthroughs

30 snips
Apr 3, 2026
Researchers used advanced AI as an active collaborator to simplify a massive 32-variable expression and propose a general formula for gluon scattering. A stronger model then ran autonomous reasoning to produce a formal proof over hours. The team extended the approach to graviton amplitudes and discussed how AI could shift research toward verification and writing.
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ANECDOTE

Physicists Brought A Stalled Gluon Problem To AI

  • A team of four theoretical physicists collaborated with OpenAI models to tackle a gluon scattering problem that had stalled them for months.
  • The group included Andrew Strominger, Alfredo Guevara, David Skinner, and Alexandru Lupsaska, who brought the problem and initial data to the models.
INSIGHT

Half-Collinear Regime Breaks The Zero-Amplitude Assumption

  • Single minus gluon amplitudes were long believed to be zero, but in the half-collinear regime that textbook argument fails and nonzero amplitudes appear.
  • Calculations for small gluon counts matched the observation, but generalizing to any number produced unworkable dozens-of-term expressions.
ANECDOTE

GPT-5.2 Pro Conjectured And A Stronger Model Proved The Formula

  • The researchers fed small-number gluon formulae into GPT-5.2 Pro; it compressed a 32-variable expression into a single-line product and proposed an "obvious generalization."
  • They then used a stronger internal model (SuperChat) which produced a formal proof after about 12 hours of autonomous reasoning that the physicists verified.
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