Notes on whole-team AI adoption

Before adding another AI coding tool to the stack, check whether the one you already have is actually adopted. A practical assessment checklist for eng leaders.

Before you fix AI adoption, you need an honest picture of current usage. Here is a practical way to find out what is really happening, not what people assume is happening.

Reversibility is the fastest test for whether your team's AI adoption is real. If nobody can explain what an AI tool changed or undo it cleanly, you have enthusiasts, not a workflow.