AI-assisted coding works best as a loop, not a vibe. The real challenge is not whether a model can generate code, but whether a team can keep that code understandable, supportable, and safe as it moves toward production. For me, the question started with a practical one: how do you use AI to scale the scaffolding around real work without letting it create a bigger mess than it solves? …











