Who Owns the AI Delivery System?

Most companies are still treating AI adoption like a tooling rollout. Pick the IDE assistant. Approve the chat tool. Let a few teams try agents. Write a policy that mostly says “be careful.” That was probably fine when AI sat beside the work. It is less fine when AI is starting to sit inside the work. AI now affects how engineering work gets defined, built, reviewed, shipped, secured, and…