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2 posts

• When AI Writes the Bug: Security Vulnerabilities in LLM-Generated Code

  Peer-reviewed studies confirm that AI code assistants produce insecure code at high rates — and that developers using them write less secure code on average. Here's which CWE classes recur, why they recur, and what effective review looks like.

  Jul 9, 2026 llm-generated-code code-security cwe code-review ai-code-assistants sast devsecops

• AI-Powered Security Tools Compared: Snyk Code, CodeQL, Amazon Q, and Copilot Autofix

  A practical comparison of four AI-powered security scanning tools — Snyk Code, GitHub CodeQL with AI detections, Amazon Q Developer security scans, and GitHub Copilot Autofix — covering what each catches, where they fall short, and how to choose.

  Jun 18, 2026 sast devSecOps snyk codeql copilot tool-evaluation vulnerability-detection