### Install the ADK + AG-UI bridge ```bash pip install ag-ui-adk ``` ### Declare the predicted state mapping ADK state streaming uses `PredictStateMapping` to map the streaming `write_document` tool argument into `state["document"]`. Add `AGUIToolset()` to the agent so CopilotKit can forward the state deltas to the UI.