When you build a multi-agent system, you aren't just writing code; you are designing a digital brain. The most critical decision you make in this process isn't which Large Language Model (LLM) to use—it’s how you manage the State.

Think of state as the central nervous system of your AI workflow. It’s the collective memory, the shared reality, and...