AI coding agents generate functional code faster than a team can verify it. Here is how to classify the failures, draw the right system boundaries, and run a verification workflow that keeps a codebase maintainable.
Frameworks are just libraries. What actually matters is how you control the agent — the freedom you grant, the retries you allow, and the safety gates you install. A field guide to the five ways to wire your coding agents.