Tools/LangGraph
LangGraph
Graph-based orchestration layer (from the LangChain team) for building agents as explicit state machines — nodes are steps/tool calls, edges are conditional transitions, with built-in persistence for long-running/resumable agent state. Same problem space as Agent_Harness and Strands_Agent: giving an agent loop reliability and control flow instead of a single unstructured prompt loop.