The Mandate That Doesn't Work: Why 'Just Use AI' Isn't a Codebase Strategy
Engineering teams are being told to use AI coding tools. The velocity gains only materialize when the codebase is structured enough for AI to integrate into, not just generate into. The missing piece is always the same.