### Install the ADK + AG-UI bridge ```bash pip install ag-ui-adk ``` ### Read CopilotKit context before each model call `useAgentContext` entries arrive in ADK session state under `state["copilotkit"]["context"]`. Add `AGUIToolset()` to the agent and use a `before_model_callback` to inject those read-only values into the system instruction.