A practical breakdown of how multi-agent systems coordinate planning, tool use, memory, and state transitions using LangGraph.
why this matters
problem
architecture
implmentation
key takeaways
How multi-agent systems coordinate planning, tool use, memory, and state transitions — and where LangGraph’s graph model earns its complexity.