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Claude Proves Security Across 123 Libraries

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Claude Proves Security Across 123 Libraries
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// 1h agoRESEARCH PAPER

Claude Proves Security Across 123 Libraries

Anthropic and Theorem used Claude to generate Rocq-checked, machine-verifiable no-crash proofs for 239 entry points across 123 OSS-Fuzz libraries, operating on compiled RISC-V binaries. The process also uncovered bugs that had survived trillions of fuzzing runs. [Anthropic research](https://www.anthropic.com/research/formal-verification)

// ANALYSIS

This is a major shift from AI-assisted testing toward AI-assisted guarantees, though the proofs remain bounded by their assumptions and coverage.

  • –Formal verification reached production-scale open-source code rather than toy examples
  • –Claude found edge-case bugs involving large, unusual inputs that fuzzers were unlikely to explore
  • –Proofs cover selected entry points, input limits, architectures, operating-system models, and single-threaded execution
  • –The workflow suggests developers may eventually generate proofs alongside tests and patches
  • –The biggest bottleneck may shift from writing proofs to defining useful, complete specifications
// TAGS
claude-by-anthropicsecuritytestingresearchcode-generationopen-source

DISCOVERED

1h ago

2026-10-24

PUBLISHED

1h ago

2026-10-24

RELEVANCE

10/ 10

AUTHOR

AI Revolution