LangGraph vs AutoGen v0.4: Choosing the Right Agent Orchestrator

When building complex agentic systems, choosing between LangGraph (graph-based state machines) and AutoGen (event-driven actor swarms) defines your system’s debuggability and scale.

State Graphs vs Actor Swarms

LangGraph excels when workflows require strict conditional branching and explicit state persistence checkpoints. AutoGen excels when autonomous agents need to negotiate solutions dynamically.