Tag: code-review

Viktar Patotski · Jul 6, 2026 · Security · 9 min read

Using AI for Secure Code Review: A Workflow That Holds Up

AI assistants can now scan your codebase for vulnerabilities and propose patches. Here is how to wire that into a real pipeline, why you still keep a deterministic scanner next to it, and the four places it will lie to you if you let it.

Viktar Patotski · Jul 6, 2026 · Security · 12 min read

AI Wrote Your Code. It Wrote the Vulnerabilities Too.

Assistants like Copilot, Cursor, and Claude Code ship features fast and ship security holes at the same speed. Here are the flaws they reliably produce, with real before-and-after code, and how to use AI to catch them before an attacker does.