Why Most Engineering Teams Fail at AI Adoption

AI adoption starts working when the rollout is designed around behavior change, protected practice, and manager modeling. Claude Code stalls when engineers get licenses, hit early friction, and return to the workflow that already feels safe. Treat AI-assisted development like a professional skill: train for context-setting, make early awkwardness safe, and measure capability over logins.