Three distinct architectural paths now define LangChain, LangGraph, and Deep Agents. The company detailed specific use cases for each open-source framework to reduce developer confusion. While LangGraph handles cyclic graphs, Deep Agents focus on deeper reasoning. Practitioners should choose based on the required level of state control and autonomy for their specific agentic workflows.