showcase/integrations/pydantic-ai/qa/beautiful-chat.md
OPENAI_API_KEY set/demos/beautiful-chatquery_data then renders a pie chart inlinetoggleTheme toolStateStreamingMiddleware to stream per-token todo deltas. PydanticAI's
agent.to_ag_ui() emits a single STATE_SNAPSHOT on manage_todos
completion instead. Functionally equivalent — the todo list still
appears — but does not animate character-by-character.beautiful_chat PydanticAI agent.