1 hour ago
LangGraph: Stateful Agents, Checkpointing, Tool Calls, and Workflow Recovery
A chain runs start to finish or it doesn't run at all. LangGraph exists because most real agent workflows need a third option: pause, wait, and pick back up exactly where they left off. ........ LangGraph models an agent as a directed graph: nodes are functions that read and update a typed state object, edges define execution order and branching. A checkpointer saves a snapshot of that state after every node executes, organized by thread — the mechanism behind resuming a fail

