Claude finds and patches memory vulnerabilities autonomously

Reference implementation pipelines static analysis + execution verification + patch generation for C/C++ memory bugs, runs inside gVisor sandbox to isolate agent code.

June 5, 2026

Summary

Replaces manual vulnerability triage and candidate-fix drafting with a repeatable recon→find→verify→report→patch loop that scales across codebases. Developers can iterate from threat model to verified crashes in days, not weeks.

Why it matters

Replaces manual vulnerability triage and candidate-fix drafting with a repeatable recon→find→verify→report→patch loop that scales across codebases. Developers can iterate from threat model to verified crashes in days, not weeks.

Implementation verdict

This is a reference template, not a maintained product. Start Day 1 with interactive Claude Code skills (safe, no sandbox needed), move to autonomous pipeline on Day 2 (requires Docker + gVisor setup). Worth trying now if you own C/C++ security scanning; porting to other languages requires forking the harness and rewriting detector/compiler stages.

Sources

  1. 1.A reference implementation for autonomous vulnerability discovery and remediation with Claude
  2. 2.the most successful security teams we've partnered with are those that have gotten hands-on the fastest
  3. 3.The pipeline runs each agent inside a gVisor container with egress restricted to the Claude API
  4. 4.This repo is not maintained and is not accepting contributions

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100+ sources compressed into one 4-minute read. Ranked, cited, implementation-ready.