
Directed Graphs vs State Machines
Comparing two powerful models for system design.
Directed Graphs vs State Machines
LangGraph is technically a StateGraph. It combines concepts from Directed Graphs and Finite State Machines (FSM).
Visual Comparison
graph TD
subgraph DAG [Directed Acyclic Graph]
A1[Start] --> B1[Process] --> C1[End]
end
subgraph FSM [Finite State Machine]
S1((Idle)) -- Event --> S2((Active))
S2 -- "Success" --> S3((Done))
S2 -- "Error" --> S1
end
The LangGraph Hybrid
LangGraph uses the Nodes of a Graph to represent the States of an FSM.
- When executing
Node A, the system is in "State A". - The Edges represent the transitions.
This hybrid approach gives you the visual clarity of a flowchart (Graph) with the cyclic power of an FSM.