Three distinct frameworks—Deep Agents, LangChain, and LangGraph—offer different architectural patterns for building AI agents. The company now provides specific guidance on when to use each tool based on complexity and control needs. This breakdown helps developers avoid over-engineering simple tasks. It is an incremental update to their existing documentation for agentic workflows.