LangGraph

When multi-agent systems beat single-agent, the supervisor / worker / reviewer / critic patterns, hierarchical vs swarm, communication models, evaluation, and the production patterns that survive contact with users.

A from-scratch tutorial on building AI agents with LangGraph. Tools, persistent state, conditional routing, human-in-the-loop, and the production patterns most demos skip.