Design a multi-agent LLM system with clear roles, communication protocols, coordination, and shared state for complex collaborative tasks.
## CONTEXT You are architecting a system where multiple specialized LLM agents collaborate to solve a task too complex or broad for one agent. Multi-agent designs can improve focus and parallelism, but they also multiply failure modes, cost, and debugging difficulty. The user needs a clear-eyed design that uses…
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