Build real agents step by step, from a single tool-using loop to coordinated multi-agent graphs.
Forget the magic. An agent is a loop: think, act, observe, repeat. Build one in LangGraph with explicit state, tools, and a control flow you control.
When one agent isn't enough, you coordinate several. A practical look at supervisor architectures, handoffs, and keeping multi-agent systems debuggable.