Engineering leaders are shifting away from measuring AI productivity via token usage, a metric easily gamed and often disconnected from actual software quality. New frameworks prioritize cognitive delegation, treating AI as a ‘sous chef’ while engineers act as executive chefs overseeing complex system outcomes. Effective evaluation now focuses on how deeply developers orchestrate autonomous agents rather than simply counting the volume of API calls consumed.