Three distinct architectural paths now define agent construction within the LangChain ecosystem. The company distinguishes between basic chains, the stateful orchestration of LangGraph, and the specialized Deep Agents approach. Developers must now choose based on the required level of autonomy. This guide simplifies tool selection for engineers building complex, multi-step AI workflows.