diff --git a/x/openai_realtime/examples/chat_assistant_clone.py b/x/openai_realtime/examples/chat_assistant_clone.py
index e83d1b99..774e5997 100644
--- a/x/openai_realtime/examples/chat_assistant_clone.py
+++ b/x/openai_realtime/examples/chat_assistant_clone.py
@@ -53,7 +53,7 @@ def handle_speech_started(event):
         @self.client.realtime.on('server.input_audio_buffer.speech_stopped')
         def handle_speech_stopped(event):
             print("\nUser finished speaking.")
-            self.client.create_response()
+            # self.client.create_response()
 
     async def clear_queue(self, queue: asyncio.Queue):
         while not queue.empty():
@@ -86,7 +86,6 @@ async def audio_input_worker(self):
         while not self.stop_event.is_set():
             try:
                 data = await self.input_audio_queue.get()
-                print(data.mean())
                 self.client.append_input_audio(data.flatten())
                 self.input_audio_queue.task_done()
             except asyncio.CancelledError:
@@ -129,6 +128,7 @@ async def run(self, stop_phrase: str = "quit"):
 
             while not self.stop_event.is_set():
                 item = await self.client.wait_for_next_completed_item()
+                print(item)
                 if item['item']['type'] == 'message' and item['item']['role'] == 'assistant':
                     transcript = ''.join([c['text'] for c in item['item']['content'] if c['type'] == 'text'])
                     if stop_phrase.lower() in transcript.lower():
diff --git a/x/openai_realtime/examples/discord_gpt4o.py b/x/openai_realtime/examples/discord_gpt4o.py
new file mode 100644
index 00000000..44178106
--- /dev/null
+++ b/x/openai_realtime/examples/discord_gpt4o.py
@@ -0,0 +1,314 @@
+import asyncio
+import base64
+import io
+import os
+import numpy as np
+import logging
+from openai_realtime import RealtimeClient, RealtimeUtils
+from typing import Optional, Callable
+import discord
+from discord.ext import commands
+from discord.ext import voice_recv
+import time
+from discord import PCMAudio, SpeakingState
+import pyaudio
+
+# Set up logging
+logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
+logger = logging.getLogger(__name__)
+
+
+class MySink(voice_recv.AudioSink):
+    def __init__(self, input_audio_queue: asyncio.Queue, loop: asyncio.AbstractEventLoop):
+        super().__init__()
+        self.input_audio_queue = input_audio_queue
+        self.loop = loop
+        self.last_audio_time = time.time()
+        self.total_buffer = []
+
+    def wants_opus(self) -> bool:
+        return False
+
+    def write(self, user, data):
+        # print()
+        # Convert PCM data to numpy array and resample from 48kHz to 24kHz
+        # Play the audio data to verify it's correct
+
+        # Ensure the audio data is in the correct format (int16)
+        audio_array = np.frombuffer(data.pcm, dtype=np.int16)
+
+        # Resample from 48kHz to 24kHz
+        resampled_audio = np.zeros(len(audio_array) // 2, dtype=np.int16)
+        resampled_audio[0::2] = audio_array[0::4]
+        resampled_audio[1::2] = audio_array[2::4]
+
+        # Optional: Play the audio data to verify it's correct (uncomment if needed)
+        # sd.play(resampled_audio, samplerate=24000)
+        # sd.wait()
+        # Put the audio data into the input queue using run_coroutine_threadsafe
+        asyncio.run_coroutine_threadsafe(self.input_audio_queue.put(resampled_audio), self.loop)
+
+    def cleanup(self):
+        pass
+
+
+class DiscordRealtimeAssistant(commands.Cog):
+    
+    def __init__(self, bot, api_key: str, instructions: str, channel_id: int, debug: bool = False):
+        self.bot = bot
+        self.api_key = api_key
+        self.instructions = instructions
+        self.channel_id = channel_id  # New: Store the channel ID to join
+        self.debug = debug
+        self.client: Optional[RealtimeClient] = None
+        self.voice_client: Optional[discord.VoiceClient] = None
+        self.audio_queue: asyncio.Queue[np.ndarray] = asyncio.Queue()
+        self.input_audio_queue: asyncio.Queue[np.ndarray] = asyncio.Queue()
+        self.stop_event = asyncio.Event()
+        self.sample_rate = 24000  # Discord's default sample rate
+        self.chunk_duration = 0.02  # 20ms chunks
+        self.chunk_size = int(self.sample_rate * self.chunk_duration)
+        self.last_audio_time = time.time()
+        logger.info("DiscordRealtimeAssistant initialized")
+        self.pyaudio = pyaudio.PyAudio()
+        self.output_stream = None
+        self.audio_source = None
+
+    async def initialize(self):
+        self.client = RealtimeClient(api_key=self.api_key, debug=self.debug)
+        self.client.update_session(
+            instructions=self.instructions,
+            output_audio_format='pcm16',
+            input_audio_format='pcm16',
+            turn_detection={
+                'type': 'server_vad',
+                'threshold': 0.5,
+                'prefix_padding_ms': 300,
+                'silence_duration_ms': 600,
+            }
+        )
+        self._setup_event_handlers()
+
+    def _setup_event_handlers(self):
+        @self.client.realtime.on('server.response.audio.delta')
+        def handle_audio_delta(event):
+            audio_data = np.frombuffer(base64.b64decode(event['delta']), dtype=np.int16)
+            asyncio.create_task(self.audio_queue.put(audio_data))
+
+        @self.client.realtime.on('server.response.text.delta')
+        def handle_text_delta(event):
+            print(event['delta'], end='', flush=True)
+
+        @self.client.realtime.on('server.input_audio_buffer.speech_started')
+        def handle_speech_started(event):
+            asyncio.create_task(self.clear_queue(self.audio_queue))
+            if self.audio_source:
+                self.audio_source.clear_buffer()
+            print("\nUser is speaking...")
+
+        @self.client.realtime.on('server.input_audio_buffer.speech_stopped')
+        def handle_speech_stopped(event):
+            print("\nUser finished speaking.")
+            # self.client.create_response()
+
+        # @self.client.on('realtime.event')
+        # def handle_server_event(event):
+        #     if event['event']['type'] != 'response.audio.delta' and event['event']['type'] != 'input_audio_buffer.append':
+        #         print("Server event", event)
+
+    async def clear_queue(self, queue: asyncio.Queue):
+        while not queue.empty():
+            try:
+                queue.get_nowait()
+                queue.task_done()
+            except asyncio.QueueEmpty:
+                break
+
+    class PyAudioSource(discord.AudioSource):
+        def __init__(self, audio_queue: asyncio.Queue, sample_rate: int):
+            self.audio_queue = audio_queue
+            self.sample_rate = sample_rate
+            self.buffer = np.array([], dtype=np.int16)
+            self.last_data_time = time.time()
+            self.packet_size = 960 
+        def read(self) -> bytes:
+      
+            try:
+                new_data = self.audio_queue.get_nowait()
+                current_time = time.time()
+                ms_since_last_data = (current_time - self.last_data_time) * 1000
+                print(f"Time since last new data: {ms_since_last_data:.2f} ms")
+                self.last_data_time = current_time
+                # Upsample from 24kHz to 48kHz
+                new_data = np.repeat(new_data, 2) 
+                
+                self.buffer = np.append(self.buffer, new_data)
+                
+                
+            except asyncio.QueueEmpty:
+                pass
+            # print(len(self.buffer))
+
+            if len(self.buffer) >= self.packet_size:
+                chunk = self.buffer[:self.packet_size]
+                self.buffer = self.buffer[self.packet_size:]
+                # Convert mono to stereo
+                stereo_chunk = np.column_stack((chunk, chunk))
+                # time.sleep(0.04)
+                return stereo_chunk.tobytes()
+            else:
+                # print("not enough data")
+                return bytes(self.packet_size* 4)  # Return silence if not enough data
+
+        def cleanup(self):
+            pass
+
+        def clear_buffer(self):
+            self.buffer = np.array([], dtype=np.int16)
+            logger.info("Audio output buffer cleared")
+
+    async def audio_playback_worker(self):
+        self.audio_source = self.PyAudioSource(self.audio_queue, self.sample_rate)
+        
+        if self.voice_client and self.voice_client.is_connected():
+            self.voice_client.play(self.audio_source, signal_type='voice', after=lambda e: print(f'Player error: {e}') if e else None)
+            logger.info("Started audio playback")
+
+        while not self.stop_event.is_set():
+            await asyncio.sleep(1)  # Sleep to prevent busy-waiting
+
+        if self.voice_client and self.voice_client.is_playing():
+            self.voice_client.stop()
+            logger.info("Stopped audio playback")
+
+    async def audio_input_worker(self):
+        while not self.stop_event.is_set():
+            try:
+                current_time = time.time()
+                time_since_last_audio = current_time - self.last_audio_time
+
+                try:
+                    # Try to get data from the queue, but don't wait
+                    data = self.input_audio_queue.get_nowait()
+                    self.client.append_input_audio(data.flatten())
+                    self.input_audio_queue.task_done()
+                    self.last_audio_time = current_time
+                except asyncio.QueueEmpty:
+                    # If queue is empty, wait for a short time before next iteration
+                    await asyncio.sleep(0.001)  # 1ms sleep
+
+            except asyncio.CancelledError:
+                break
+
+    @commands.command()
+    async def join(self, ctx):
+        logger.info(f"Join command received from {ctx.author}")
+        await self.join_voice_channel(ctx.message)
+
+    @commands.Cog.listener()
+    async def on_message(self, message):
+        if self.bot.user.mentioned_in(message) and "join" in message.content.lower():
+            logger.info(f"Bot mentioned with 'join' by {message.author}")
+            await self.join_voice_channel(message)
+
+    async def join_voice_channel(self, message):
+        if message.author.voice:
+            channel = message.author.voice.channel
+            if self.voice_client and self.voice_client.is_connected():
+                await self.voice_client.move_to(channel)
+            else:
+                
+                self.voice_client = await channel.connect(cls=voice_recv.VoiceRecvClient)
+            logger.info(f"Joined voice channel: {channel.name}")
+            await message.channel.send(f"Joined the voice channel: {channel.name}")
+            await self.start_listening(message.channel)
+        else:
+            logger.warning(f"Join attempt failed: {message.author} not in a voice channel")
+            await message.channel.send("You need to be in a voice channel for me to join.")
+
+    @commands.command()
+    async def leave(self, ctx):
+        logger.info(f"Leave command received from {ctx.author}")
+        if self.voice_client:
+            await self.voice_client.disconnect()
+            self.voice_client = None
+            self.stop_event.set()
+            logger.info("Disconnected from voice channel")
+            await ctx.send("Disconnected from voice channel.")
+        else:
+            logger.warning("Leave command received but not connected to any voice channel")
+            await ctx.send("I'm not connected to a voice channel.")
+
+    async def start_listening(self, text_channel):
+        logger.info("Starting listening process")
+        await self.initialize()
+        await self.client.connect()
+        logger.info("Connected to RealtimeClient")
+
+        await self.client.wait_for_session_created()
+        logger.info("Session created")
+
+        playback_task = asyncio.create_task(self.audio_playback_worker())
+        input_task = asyncio.create_task(self.audio_input_worker())
+
+        # Pass the input_audio_queue and the event loop to MySink
+        self.voice_client.listen(MySink(self.input_audio_queue, asyncio.get_running_loop()))
+        self.last_audio_time = time.time()
+
+        await text_channel.send("Listening to the voice channel...")
+        logger.info("Started listening to the voice channel")
+
+        # ... rest of the method ...
+
+    def discord_audio_callback(self, sink, data: bytes):
+        # logger.debug("Received audio data from Discord")
+        audio_data = np.frombuffer(data, dtype=np.int16)
+        asyncio.create_task(self.input_audio_queue.put(audio_data))
+
+    @commands.Cog.listener()
+    async def on_ready(self): 
+        logger.info("DiscordRealtimeAssistant is ready. Attempting to join voice channel.")
+        await self.auto_join_voice_channel()
+
+    async def auto_join_voice_channel(self):
+        channel = self.bot.get_channel(self.channel_id)
+        if isinstance(channel, discord.VoiceChannel):
+            try:
+                self.voice_client = await channel.connect(cls=voice_recv.VoiceRecvClient)
+                logger.info(f"Automatically joined voice channel: {channel.name}")
+                await self.start_listening(channel)
+            except Exception as e:
+                logger.error(f"Failed to join voice channel: {e}")
+        else:
+            logger.error(f"Channel with ID {self.channel_id} is not a voice channel or doesn't exist.")
+
+class DiscordBot(commands.Bot):
+    def __init__(self):
+        intents = discord.Intents.default()
+        intents.message_content = True
+        intents.voice_states = True
+        super().__init__(command_prefix='!', intents=intents)
+        logger.info("DiscordBot initialized")
+
+    async def on_ready(self):
+        logger.info(f'Logged in as {self.user} (ID: {self.user.id})')
+        logger.info('------')
+
+async def main():
+    bot = DiscordBot()
+    assistant = DiscordRealtimeAssistant(
+        bot, 
+        api_key=os.getenv("OPENAI_API_KEY"),
+        instructions="You are a helpful assistant.",
+        channel_id=1266849047314960399,  # New: Pass the channel ID
+        debug=False
+    )
+    await bot.add_cog(assistant)
+    logger.info("DiscordRealtimeAssistant added as a cog to the bot")
+    
+    async with bot:
+        await bot.start(os.getenv("DISCORD_BOT_TOKEN"))
+
+if __name__ == "__main__":
+    logger.info("Starting the Discord bot")
+    asyncio.run(main())
\ No newline at end of file
diff --git a/x/openai_realtime/examples/gpt4o_clone.py b/x/openai_realtime/examples/gpt4o_clone.py
deleted file mode 100644
index e69de29b..00000000