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Safety

Using LLMs to find Python C-extension bugs

Claude Code systematically discovered 575+ bugs in Python C-extensions with only 10-15% false positives, demonstrating practical scalability for LLM-powered vulnerability hunting in open source.

Wednesday, April 22, 2026 12:00 PM UTC2 MIN READSOURCE: LobstersBY sys://pipeline

Hobbyist Daniel Diniz used Claude Code to systematically find 575+ bugs across nearly a million lines of code in 44 Python C-extensions (10-15% false positive rate, 140 reproduced). His responsible disclosure approach, with fixes already merged in 14 projects, demonstrates how to scale LLM-powered bug-finding while protecting maintainer capacity. The effort aims to make automated discovery of non-trivial memory safety and correctness issues more scalable for open-source.

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