LangGraph models agents as explicit graphs with typed state, built-in checkpointing, and human-in-the-loop support. Here is what that means in practice for building agents that actually run reliably in production.
LangGraph gives you explicit control over agent state, branching, and cycles — the things that make the difference between a demo and a production AI system. Here is how to think about it and where to start.