Notes on whole-team AI adoption

A structured, guided rollout is not the right fit for every team. Here is an honest breakdown of when outside help with AI adoption pays for itself, and when it doesn't.

Prompt libraries and training sessions both promise fast AI adoption. Both usually fail for the same underlying reason: neither builds a habit that survives a real sprint.

A good demo session builds awareness. It does not build the habit that makes AI adoption stick across an eng team. Here is the gap between the two, and what closes it.