Merge branch 'python-sdk-open-ai-integration' into u260924

shared/open-ai-integration/quickstart.mdx

@@ -98,7 +98,12 @@ The `RealtimeKitAgent` class integrates Agora's audio communication capabilities
 
 ### Connect to Agora and OpenAI
 
-The `setup_and_run_agent` method sets up the `RealtimeKitAgent` by connecting to an Agora channel using the provided `RtcEngine` and initializing a session with the OpenAI Realtime API client. Here's the updated implementation with inline comments:
+The `setup_and_run_agent` method sets up the `RealtimeKitAgent` by connecting to an Agora channel using the provided `RtcEngine` and initializing a session with the OpenAI Realtime API client. It sends configuration messages to set up the session and define conversation parameters, such as the system message and output audio format, before starting the agent's operations. The method uses asynchronous execution to handle both listening for the session start and sending conversation configuration updates concurrently. It ensures that the connection is properly managed and cleaned up after use, even in cases of exceptions, early exits, or shutdowns.
+
+<Admonition type="info" title="Note">
+  UIDs in the Python SDK are set using a string value. Agora recommends using only numerical values for UID strings to ensure compatibility
+  with all Agora products and extensions.
+</Admonition>
 
 ```python
 @classmethod
@@ -341,7 +346,7 @@ async def _process_model_messages(self) -> None:
 
 ### Main entry point
 
-The main entry point of the application sets up the Agora RTC engine, configures the options, and launches the RealtimeKitAgent. Here's the updated implementation with inline comments:
+The main entry point of the application sets up the Agora RTC engine, configures the options, and launches the RealtimeKitAgent.
 
 ```python
 if __name__ == "__main__":