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Meta and NYU propose h1, a simple Lean proof loop for theorem proving

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Meta and NYU researchers propose h1, a loop that gives a model fast Lean feedback and search tools without imposing a fixed plan, according to a paper reported by Rohan Paul on X. With the same model, h1 solves 598 of 672 PutnamBench problems, against 597 for the hand-built Goedel-Architect, at $1.08 per problem against $1.47. The paper also reports that with Opus 4.8, h1 solves 83 of 100 hard algebra problems, compared with 63 for Claude Code.

Written by AI from the articles below · updated Nov 1, 2:32 PM ET

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Nov 1
  1. Rohan PaulX
    Meta and NYU paper finds simple Lean loop matches hand-built theorem-proving workflows

    AIMeta and NYU researchers present h1, a loop that gives a model fast Lean feedback and search tools without imposing a fixed plan. With the same model, h1 solved 598 of 672 PutnamBench problems against 597 for the hand-built Goedel-Architect, at $1.08 per problem against $1.47. The paper also reports that with Opus 4.8, h1 solved 83 of 100 hard algebra problems, versus 63 for Claude Code.

    Image from @rohanpaul_ai's post

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