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Tier 2 · Code & PipelineOn the roadmap

AI Security Autofix

Find a vulnerability, ship the fix PR automatically

Intermediate~2.5 hrs
Mirrors real production systemsGitHub Copilot AutofixWizSnyk AI

GitHub Copilot Autofix (CodeQL + GPT-4o) cut median remediation time ~3x in production.

How you build it: Open SAST (Semgrep) → LLM fix → PR, wired into CI.

An agent that runs a SAST scanner (Semgrep/CodeQL), feeds each finding plus the surrounding code-flow to an LLM, and generates a verified fix as a pull request — the architecture GitHub ships to millions of repos.

ClaudeSemgrep / CodeQLGitHub ActionsPython

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