Claude AI Helped a Nobel Prize–Winning Physicist Solve a 12-Year Mystery

Giorgio Parisi, 2021 Nobel Prize winner in Physics, had spent 12 years unable to mathematically prove “jamming,” the phenomenon that jams particles in foam, sand, or a grain silo. He solved it with Francesco Zamponi in just 40 chat messages with Claude, Anthropic’s AI. But the easy headline that “AI proved a theorem” is misleading.

In this episode, we explain what Claude actually did (program C++, solve differential equations, and propose an initial proof strategy, errors included) and what only a physicist with decades of experience contributed: the conceptual shift that unlocked everything. We also explore why jamming is connected to how neural networks are trained, and what risks peer review faces when proofs begin to have an AI as a co-author.

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