A practical guide for teams moving AI workloads from a developer's laptop to production infrastructure, reliably and repeatably. The Moment Every AI Team Dreads You've built something remarkable. Your AI application, whether it's a large language model gateway, a computer vision inference service, or a recommendation engine, runs beautifully on your machine. The demo goes well. Leadership is impressed. The words you've been waiting to hear finally arrive: "Ship it." A