diff --git a/docker-compose.discord.yml b/docker-compose.discord.yml
new file mode 100644
index 00000000..5085bc6c
--- /dev/null
+++ b/docker-compose.discord.yml
@@ -0,0 +1,29 @@
+version: "3.8"
+
+services:
+  nos-server:
+    image: autonomi/nos:latest-discord
+    build:
+      context: .
+      dockerfile: docker/Dockerfile.discord
+      args:
+        - TARGET=gpu
+        - BASE_IMAGE=nvidia/cuda:11.8.0-base-ubuntu22.04
+    ports:
+      - 50051:50051
+      - 8265:8265
+    environment:
+      - NOS_HOME=/app/.nos
+      - NOS_LOGGING_LEVEL=DEBUG
+    volumes:
+      - ~/.nosd:/app/.nos
+      - /dev/shm:/dev/shm
+    ipc: host
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - capabilities: [gpu]
+        limits:
+          cpus: "6"
+          memory: 6G
diff --git a/examples/discord/Dockerfile b/examples/discord/Dockerfile
new file mode 100644
index 00000000..28387057
--- /dev/null
+++ b/examples/discord/Dockerfile
@@ -0,0 +1,16 @@
+FROM python:3.8-slim
+
+ENV PROJECT nos-bot
+
+WORKDIR /tmp/$PROJECT
+ADD requirements.txt .
+
+# Install nos client and discord dependencies
+RUN pip install -r requirements.txt
+
+WORKDIR /app
+COPY requirements.txt .
+RUN pip install -r requirements.txt
+COPY . .
+
+CMD ["python", "nos_bot.py"]
\ No newline at end of file
diff --git a/examples/discord/nos_bot.py b/examples/discord/nos_bot.py
new file mode 100755
index 00000000..6c08f2bf
--- /dev/null
+++ b/examples/discord/nos_bot.py
@@ -0,0 +1,115 @@
+#!/usr/bin/env python
+
+import io
+import os
+
+import discord
+from discord.ext import commands
+
+import nos
+from nos.client import InferenceClient, TaskType
+from nos.constants import NOS_TMP_DIR
+
+
+# Init nos server, wait for it to spin up then confirm its healthy:
+nos_client = InferenceClient()
+nos_client.WaitForServer()
+if not nos_client.IsHealthy():
+    raise RuntimeError("NOS server is not healthy")
+
+# Set permissions for our bot to allow it to read messages:
+intents = discord.Intents.default()
+intents.message_content = True
+
+# Create our bot:
+bot = commands.Bot(command_prefix="$", intents=intents)
+
+TRAINING_CHANNEL_NAME = "training"
+NOS_TRAINING_DIR = NOS_TMP_DIR / "train"
+
+# Init a dictionary to map job ids to thread ids:
+thread_to_job = {}
+
+# Create a callback to read messages and generate images from prompt:
+@bot.command()
+async def generate(ctx, *, prompt):
+    # Pull the thread id so we know which model to run generation on:
+    if ctx.channel.id not in thread_to_job:
+        await ctx.send("No thread found for this channel, please train a model first!")
+        return
+
+    job_id = thread_to_job.get(ctx.channel.id)
+
+    # TODO (Sudeep/Scott): What is the setup for training given the job id? 
+    model_from_job_id = "custom/" + job_id
+    response = nos_client.Run(
+        TaskType.IMAGE_GENERATION,
+        model_from_job_id,
+        prompts=[prompt],
+        width=512,
+        height=512,
+        num_images=1,
+    )
+    image = response["images"][0]
+
+    image_bytes = io.BytesIO()
+    image.save(image_bytes, format="PNG")
+    image_bytes.seek(0)
+
+    await ctx.send(file=discord.File(image_bytes, filename="image.png"))
+
+ 
+@bot.command()
+async def train(ctx):
+    # check that its in the training channel
+    if ctx.channel.name != TRAINING_CHANNEL_NAME:
+        print("not in training channel, returning!")
+        return
+
+    if not ctx.message.attachments:
+        print("no attachments to train on, returning!")
+        return
+
+    # create a thread for this training job:
+    thread_name = str(ctx.message.id)
+    thread = await ctx.channel.create_thread(name=thread_name, type=discord.ChannelType.public_thread)
+
+    await thread.send(f"Created a new thread: {thread.name}")
+
+    dirname = NOS_TRAINING_DIR / thread_name
+    dirname.mkdir(parents=True, exist_ok=True)
+
+    await thread.send("saving at dir: " + str(dirname))
+
+    # save the attachments
+    for attachment in ctx.message.attachments:
+        print(f"got attachement: {attachment.filename}")
+        await attachment.save(os.path.join(dirname, attachment.filename))
+        await thread.send(f"Image {attachment.filename} saved!")
+
+    # Kick off a nos training run
+    from nos.server._service import TrainingService
+
+    svc = TrainingService()
+    job_id = svc.train(
+        method="stable-diffusion-dreambooth-lora",
+        training_inputs={
+            "model_name": "stabilityai/stable-diffusion-2-1",
+            "instance_directory": dirname,
+        },
+        metadata={
+            "name": "sdv21-dreambooth-lora-test-bench",
+        },
+    )
+    assert job_id is not None
+
+    thread.send(f"Started training job: {job_id}")
+    job_to_thread[job_id] = thread
+
+
+# Pull API token out of environment and run the bot:
+bot_token = os.environ.get("BOT_TOKEN")
+if bot_token is None:
+    raise Exception("BOT_TOKEN environment variable not set")
+
+bot.run(bot_token)
diff --git a/examples/discord/requirements.txt b/examples/discord/requirements.txt
new file mode 100644
index 00000000..dd9b5a0c
--- /dev/null
+++ b/examples/discord/requirements.txt
@@ -0,0 +1,4 @@
+autonomi-nos
+discord==2.3.2
+discord.py==2.3.2
+docker
diff --git a/makefiles/Makefile.base.mk b/makefiles/Makefile.base.mk
index 5bba0b71..31019e0f 100644
--- a/makefiles/Makefile.base.mk
+++ b/makefiles/Makefile.base.mk
@@ -113,3 +113,6 @@ docker-compose-upd-cpu: docker-build-cpu
 
 docker-compose-upd-gpu: docker-build-gpu
 	docker compose -f docker-compose.gpu.yml up
+
+docker-compose-upd-discord-bot: docker-build-gpu
+	docker compose -f docker-compose.discord.yml up
diff --git a/nos/experimental/discord/nos_bot.py b/nos/experimental/discord/nos_bot.py
deleted file mode 100755
index a2b535b2..00000000
--- a/nos/experimental/discord/nos_bot.py
+++ /dev/null
@@ -1,52 +0,0 @@
-#!/usr/bin/env python
-
-import io
-import os
-
-import discord
-from discord.ext import commands
-
-import nos
-from nos.client import InferenceClient, TaskType
-
-
-# Init nos server, wait for it to spin up then confirm its healthy:
-nos.init(runtime="gpu")
-nos_client = InferenceClient()
-nos_client.WaitForServer()
-if not nos_client.IsHealthy():
-    raise RuntimeError("NOS server is not healthy")
-
-# Set permissions for our bot to allow it to read messages:
-intents = discord.Intents.default()
-intents.message_content = True
-
-# Create our bot:
-bot = commands.Bot(command_prefix="$", intents=intents)
-
-# Create a callback to read messages and generate images from prompt:
-@bot.command()
-async def generate(ctx, *, prompt):
-    response = nos_client.Run(
-        TaskType.IMAGE_GENERATION,
-        "stabilityai/stable-diffusion-2",
-        prompts=[prompt],
-        width=512,
-        height=512,
-        num_images=1,
-    )
-    image = response["images"][0]
-
-    image_bytes = io.BytesIO()
-    image.save(image_bytes, format="PNG")
-    image_bytes.seek(0)
-
-    await ctx.send(file=discord.File(image_bytes, filename="image.png"))
-
-
-# Pull API token out of environment and run the bot:
-bot_token = os.environ.get("BOT_TOKEN")
-if bot_token is None:
-    raise Exception("BOT_TOKEN environment variable not set")
-
-bot.run(bot_token)
diff --git a/scripts/entrypoint.sh b/scripts/entrypoint.sh
index e70c162a..c7dd69e1 100755
--- a/scripts/entrypoint.sh
+++ b/scripts/entrypoint.sh
@@ -7,4 +7,6 @@ echo "Starting Ray server with OMP_NUM_THREADS=${OMP_NUM_THREADS}..."
 OMP_NUM_THREADS=${OMP_NUM_THREADS} ray start --head
 
 echo "Starting NOS server..."
-nos-grpc-server
+nos-grpc-server &
+echo "Starting NOS bot..."
+python ./nos_bot.py