Agentic systems need state, not just prompts. LangGraph models your agent as a directed graph of nodes.

Why graphs beat chains

Linear chains break down when you need loops, retries, and conditional branching.

from langgraph.graph import StateGraph
graph = StateGraph(AgentState)

A good agent is a good state machine.

— Prasanjith