LangGraph offers a robust model for stateful agent flows, retries, and branching logic. This template emphasizes graph-based orchestration where each step is explicit, inspectable, and easier to test than monolithic prompt chains.
Choose this approach when your agent has multiple decision paths, external tool dependencies, or high requirements for observability. The graph model improves maintainability as workflows become more complex.