diff --git a/shared/open-ai-integration/quickstart.mdx b/shared/open-ai-integration/quickstart.mdx
index 2eeafa5bd..1f0f14a10 100644
--- a/shared/open-ai-integration/quickstart.mdx
+++ b/shared/open-ai-integration/quickstart.mdx
@@ -155,10 +155,10 @@ cd agora-openai-converse
 
 Overview of key files:
 
-- `agent.py`: The main script responsible for executing the `RealtimeKitAgent`. It integrates Agora's functionality from the `rtc.py` module and OpenAI's capabilities from the `realtimeapi` package.
-- `rtc.py`: Part of the `agora-realtime-ai-api` package, this file is used in `agent.py` and contains an AI-specific implementation of Agora's server-side Python Voice SDK.
+- `agent.py`: The main script responsible for executing the `RealtimeKitAgent`, by integrating Agora's and OpenAI's capabilities.
 - `main.py`: Sets up an HTTP server that handles real-time agent processes.
 - `tools.py`: Classes for registering and invoking tools.
+- `utils.py`: Provides utilities that facilitate passing audio data between Agor and OpenAI.
 - `parse_args.py`: Parses the command-line arguments used to customize the channel name and user ID when running script.
 - `realtimeapi/`: Contains the classes and methods that interact with OpenAI's Realtime API.