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Language Models Make Formal Verification Cheap

Language models keep lowering the cost of machine-checked proofs, so formal guarantees spread from small, hand-verified kernels into ordinary production libraries and become a recurring security and procurement standard.

forming · confidence 40 · Emerging (watchlist) · tracking since October 25, 2026 · updated October 25, 2026

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Why the conviction moved

  • Oct 25
    Strengthened +3

    Anthropic and the startup Theorem had Claude produce assembly-level crash-freedom proofs for 239 entry points across 123 OSS-Fuzz libraries, about 180 million lines of Rocq. Turning existing fuzz harnesses into formal specs extends machine-checked guarantees to ordinary libraries. Coverage is still limited to single-threaded static RISC-V binaries.

Source trail

  • Supporting · October 25, 2026

    Claude produced assembly-level crash-freedom proofs for 239 entry points across 123 OSS-Fuzz libraries

    Anthropic and the startup Theorem had Claude produce assembly-level crash-freedom proofs for 239 entry points across 123 OSS-Fuzz libraries, about 180 million lines of Rocq. Turning existing fuzz harnesses into formal specs extends machine-checked guarantees to ordinary libraries. Coverage is still limited to single-threaded static RISC-V binaries.

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