Quality - Blog

A large hexagonal cyan shield at the center of a dark midnight blue scene. Inside the shield, a stylized humanoid AI figure in cyan neon lines works calmly at a glowing terminal. Outside the shield, muted red-orange threat icons bounce off its surface with small impact sparks: a skull in the upper left, a cracked key in the upper right, a small flame in the lower left, a broken padlock in the lower right. Faint cyan code symbols drift softly in the background.

April 22, 2026 12 min read

Ship Fast and Safe with AI Agents: The Enforcement Layer

AI coding agents cheat tests and can stage secrets. Enforcement at the hook and commit layer is what keeps quality, speed, and security together.

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