autofix
Safeguard articles tagged "autofix" — guides, analysis, and best practices for software supply chain and application security.
5 articles
AI-assisted vulnerability remediation patterns: what to verify before you merge
GitHub reports its Copilot Autofix suggestions resolve two-thirds of flagged vulnerabilities with little or no editing — but the other third is where merges go wrong.
How to validate AI-generated autofix suggestions before you merge them
319 LLM patches for 64 real CVEs were graded in 2026: only 24.8% were both secure and functional. Speed without validation just merges bugs faster.
LLM-assisted vulnerability autofixing: approaches and how to validate the patches
At DARPA's AIxCC finals in August 2025, AI systems patched 68% of vulnerabilities they found — up from 25% at semifinals. Here's how the approaches differ and why validation still matters most.
What a good AI remediation agent needs to fix dependencies safely
Snyk's CLI remediation agent pushed fix rates from 23% to 45% with an intelligence layer — but the harder problem is making an agent developers trust to touch their lockfile unsupervised.
DeepSource vs CodeQL: comparing SAST platforms for modern engineering teams in 2026
How DeepSource and CodeQL compare on rule depth, autofix capability, language coverage, and the workflow that drives adoption inside engineering organizations.