AI Tools
Published on Aug 26, 2026
LangGraph Multi-Agent Workflow Tutorial: What Are Nodes, Edges, and State in a Graph?
LangGraph structures AI agents into graph-based workflows using nodes, edges, and shared state. This tutorial covers building two- and three-agent systems with conditional routing and production-safe state management patterns in Python.
By Amit Geed












