#graph-orchestration

LangGraph 1.1.10's ToolNode Now Accepts list[Command | ToolMessage]: How That Splits From Pydantic AI

LangGraph 1.1.10 lets tools return both Commands and ToolMessages in one call, which Pydantic AI's plain Python returns cannot match. The gap adds friction for hybrid stacks.