AI-Augmented Engineering

I use AI tooling every day and nothing it writes reaches a customer unreviewed. That is the whole discipline: it drafts, it searches, it refactors, and a person is still accountable for the diff.

For a team the useful part is not the tooling. It is deciding in advance which changes a machine may draft and which it may not, and writing the gate that enforces it rather than trusting everyone to remember.