Researcher: LLM proof solvers aren't the next AlphaFold

JMateosGarcia · x · 2026-10-08

Researcher Ryan Reed Hill reflects on how LLM "proof solvers" compare to recent ML tools in science such as AlphaFold. He notes a wave of what he calls a "first contact" attitude in the strong reactions of the day, and says he does not subscribe to it.

The thread's core point: LLM proof solvers should not be casually equated with AlphaFold-style scientific breakthroughs, and their capability limits deserve a cooler look.

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