Three distinct architectural paths now define the LangChain ecosystem. Deep Agents focus on specific autonomy, while LangGraph introduces cyclic graphs for complex state management. This guide helps developers choose between linear chains and agentic loops. The distinction reduces implementation friction for those building custom autonomous workflows.