How I Built a Full-Stack Quality Skill for AI Coding Agents

AI coding agents are getting very good at writing code.

But I kept running into the same problem:

They can move fast, but without strong project rules they can also create messy architecture, duplicate utilities, inconsistent APIs, weak security checks, and frontend components that slowly drift away from the design system.

So I built Full-Stack Quality Skill.