Three distinct frameworks—Deep Agents, LangChain, and LangGraph—now offer different paths for agent construction. The company detailed specific use cases for each open-source tool to resolve developer confusion. This guide helps practitioners choose between simple chains and complex cyclic graphs. It is an incremental update to their existing documentation for AI engineers.