This talk presents Agent-Centric Engineering (ACE), a framework for turning individual AI-assisted productivity into organizational capability. It introduces ACEHarness, an open-source platform for specification-driven development and multi-agent collaboration, and shares compiler-optimization and hash-library case studies. The session explains how people define goals, quality boundaries, and acceptance criteria while agents carry out engineering work.