Claude finds critical vulnerabilities in closed-source binaries as if reading source code

tianyin_xu · x · 2026-10-25

Researcher @aegiryy reports that Claude can find critical vulnerabilities in closed-source binaries as if they were source code — the gap between registers/instructions/memory bytes and source-level representation isn't as large to LLMs as it is to humans. tianyinxu shares the same hypothesis, arguing LLMs' fluency with formal languages makes binaries just one more level of "refinement." More technical details to be published later.

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