Building an AI agent is easy. Building one that's observable, stateful, secure, and ready for production is a different story. In this hands-on session, we'll use Microsoft Agent Framework (Python) and Azure AI Foundry to build an agent from zero — adding tools, memory, middleware, and multi-agent workflows step by step. You'll leave with a clear mental model of when to use agents vs. workflows, and working code you can take home.