Code generation has stopped being a tool upgrade and started being an operating model change. When code costs nothing, the bottleneck moves somewhere else — and most of what engineering leaders think they know about shipping software needs rethinking. Harper Reed shares what a year of running a team on ~100% AI-generated code has taught him about workflows, guardrails, org design, and the choice every leader is about to face.