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Learn LangGraph's 3 ideas: state (a shared dictionary, here the list of messages), nodes (functions: the model node and the tool node) and edges (which node runs next; a conditional edge goes to the tools if the model asked for one, otherwise ends). Build the graph, draw it, and run your first tasks. Then compare with the ready-made create_react_agent.