Blog.

Check requirements, permissions, dependencies and test evidence before accepting AI-generated code.

Define page-weight limits, catch regressions in CI, and check what real users experience.

Clear instructions, validation that understands the task, and a failure path that keeps the user’s work intact.

The code was gone. The documentation still pointed toward it. How to retire old plans, preserve product requirements, and give your coding assistant a reliable starting point.