1. First Principles of AI Cloud Development on Azure

Before touching a single Azure service, we need to establish what an AI cloud solution actually is — because the exam's entire design flows from one architectural fact that surprises most newcomers. This phase builds the two mental models everything else in this guide hangs on: the anatomy of a production AI system, and the spectrum of Azure services you'll assemble it from.