AI agents are not magic — they are engineering. This guide walks you through exactly how an AI agent works in production: the prompt-to-execution loop, tool dispatch, memory architecture, multi-agent orchestration, cost controls, failure modes, and observability infrastructure. If you are building or evaluating agent systems, this is the deep technical foundation you need.