### Install the LangGraph Python SDK ### Wire CopilotKit middleware into your graph Shared state flows between your UI and your agent through `agent.setState` on the frontend and `state.get(...)` in your graph nodes. Attach `CopilotKitMiddleware` to your `create_agent` call so CopilotKit-specific state is picked up alongside your own.