First, pass `AGUIToolset()` in your `LlmAgent`'s `tools=` list and pair it
with `stop_on_terminal_text` as the `after_model_callback`. The toolset is
what makes every CopilotKit feature on the frontend — frontend tools, shared
state, agent context, and generative UI components — visible to your ADK
agent on every turn.
If `ag-ui-adk` isn't already in your project, add it so the imports
above resolve:
```bash
pip install ag-ui-adk
```