llm workflow

LangGraph: State Graphs for More Robust Agents

LangGraph models LLM agents as explicit state graphs instead of an opaque loop. When it beats the traditional LangChain agent loop, how checkpointing and failure recovery work, and how to structure flows that do not fall apart the moment they reach production.