3 free resources on this topic. Everything here is free and hand-picked. You can also search within this topic.
OpenAI's official guide to configuring Codex code and security reviews for GitHub pull requests, including automatic reviews and custom repository instructions.
A September 9, 2025 blog post saying Veracode's research found security flaws in 45% of AI-generated code it tested, and giving advice on checking AI-written code before shipping it.
Why I recommend it: Veracode sells code-security scanning, so it benefits from this finding. The 45% figure comes from its own tests, not independent research. The advice to review AI code still holds.
Lobsters community discussion among working engineers on keeping code review standards and human judgment intact as AI-generated code volume grows.
Why I recommend it: Read the comments as much as the post. This is what hiring managers on engineering teams are actually worried about right now.
