When you onboard someone to the team, what do you care about? Their contribution, whether they solve the right problem in the right direction. The same should apply to the AI. You must treat AI as a teammate. Consider them as junior engineers with infinite energy and zero context.
Sources: Patterns for Reducing Friction in AI-Assisted Development
