For decades, the software industry optimized execution: agile reduced cycle times, DevOps removed operational friction, cloud eliminated infrastructure constraints. AI has now pushed the marginal cost of code generation close to zero. And yet lead time, deployment frequency, and delivery predictability have not improved proportionally — in some organizations, they have worsened.