Style errors double when nobody enforces them.

TL;DR: Wire your standards into hooks, skills, and a judge, so the harness blocks violations before a human opens the diff.

Common Mistake ❌

You paste your coding standards into AGENTS.md and trust the AI to remember them.

Then a human reviewer manually checks naming, indentation, and spacing on every pull request.