AI makes implementations cheap to generate — but ask for the same capability twice and you get two different answers to what happens when the input is ugly. Cheap code is not coherent code, so someone still has to decide what becomes shared architecture. Not upfront, though: design the rules of growth instead, and let every shared boundary be earned by a second consumer. Three months of dated receipts from a real system.