### Install the ADK + AG-UI bridge ```bash pip install ag-ui-adk ``` ### Add `AGUIToolset()` to your agent Agent config flows from the UI through `useAgentContext`. With `AGUIToolset()` wired into your `LlmAgent`, the context entry is available in session state on every turn — read it inside a `before_model_callback` to inject preferences into the system prompt.