Beyond Self-Review: Engineering Quality Gates for AI-Generated Code

As teams adopt AI coding agents for faster feature delivery, they face a hidden trap: self-review by the same model perpetually misses the edge cases and security gaps that independent reviewers catch immediately. Without systematic checks, 'looks correct' becomes a false signal for production safety. This article provides a battle-tested five-layer automated quality system that maintains deployment confidence at AI-driven velocities.