What does “agentic” look like in a real codebase? In this deep dive, we’ll architect goal-driven systems using Microsoft Agent Framework—covering tool orchestration, planning cycles, state management, multi-agent composition, and governance. We’ll apply classic engineering principles to systems that reason, act, and adapt.