diff --git a/Dockerfile b/Dockerfile
index b88cad5..2a57aa7 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,24 +1,31 @@
-# Use an official Python 3.11 runtime as a parent image
-FROM python:3.11-slim
+# Use an official Python 3.12 runtime as a parent image
+FROM python:3.12-slim
 
 # Set the working directory
 WORKDIR /app
 
-# Copy the current directory contents into the container
-COPY . /app
-
 # This tells Python to look in /app for the 'recml' package
 ENV PYTHONPATH="${PYTHONPATH}:/app"
 
 # Install system tools if needed (e.g., git)
 RUN apt-get update && apt-get install -y git && rm -rf /var/lib/apt/lists/*
 
+# Install the latest jax-tpu-embedding wheel
+COPY jax_tpu_embedding-0.1.0.dev20260121-cp312-cp312-manylinux_2_31_x86_64.whl ./
+RUN pip install ./jax_tpu_embedding-0.1.0.dev20260121-cp312-cp312-manylinux_2_31_x86_64.whl
+
+# Copy requirements.txt to current directory
+COPY  requirements.txt ./
+
 # Install dependencies
 RUN pip install --upgrade pip
-RUN pip install -r requirements.txt
+RUN pip install -r ./requirements.txt
 
 # Force install the specific protobuf version
 RUN pip install "protobuf>=6.31.1" --no-deps
 
+# Copy the current directory contents into the container
+COPY . /app
+
 # Default command to run the training script
 CMD ["python", "recml/examples/dlrm_experiment_test.py"]
diff --git a/jax_tpu_embedding-0.1.0.dev20260121-cp312-cp312-manylinux_2_31_x86_64.whl b/jax_tpu_embedding-0.1.0.dev20260121-cp312-cp312-manylinux_2_31_x86_64.whl
new file mode 100644
index 0000000..3167f2c
Binary files /dev/null and b/jax_tpu_embedding-0.1.0.dev20260121-cp312-cp312-manylinux_2_31_x86_64.whl differ
diff --git a/requirements.txt b/requirements.txt
index 998ee15..2eba034 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -34,7 +34,6 @@ importlib-resources==6.5.2
 iniconfig==2.1.0
 isort==6.0.1
 jax==0.8.2
-jax-tpu-embedding==0.1.0.dev20251208
 jaxlib==0.8.2
 jaxtyping==0.3.1
 Jinja2==3.1.6
@@ -123,4 +122,4 @@ wadler-lindig==0.1.5
 Werkzeug==3.1.3
 wheel==0.45.1
 wrapt==1.17.2
-zipp==3.21.0
\ No newline at end of file
+zipp==3.21.0
diff --git a/training.md b/training.md
index bf36dbc..b9bcc31 100644
--- a/training.md
+++ b/training.md
@@ -7,7 +7,7 @@ This guide explains how to set up the environment and train the HSTU/DLRM models
 If you are developing on a TPU VM directly, use a virtual environment to avoid conflicts with the system-level Python packages.
 
 ### 1. Prerequisites
-Ensure you have **Python 3.11+** installed.
+Ensure you have **Python 3.12+** installed.
 ```bash
 python3 --version
 ```
@@ -23,6 +23,11 @@ source venv/bin/activate
 ```
 
 ### 3. Install Dependencies
+
+Install the latest version of the jax-tpu-embedding library:
+```bash
+pip install ./jax_tpu_embedding-0.1.0.dev20260121-cp312-cp312-manylinux_2_31_x86_64.whl
+```
 ```bash
 pip install -r requirements.txt
 ```
@@ -41,39 +46,7 @@ python dlrm_experiment_test.py
 
 If you prefer not to manage a virtual environment or want to deploy this as a container, you can build a Docker image.
 
-### 1. Create a Dockerfile
-Create a file named `Dockerfile` in the root of the repository:
-
-```dockerfile
-# Use an official Python 3.11 runtime as a parent image
-FROM python:3.11-slim
-
-# Set the working directory
-WORKDIR /app
-
-# Copy the current directory contents into the container
-COPY . /app
-
-# This tells Python to look in /app for the 'recml' package
-ENV PYTHONPATH="${PYTHONPATH}:/app"
-
-# Install system tools if needed (e.g., git)
-RUN apt-get update && apt-get install -y git && rm -rf /var/lib/apt/lists/*
-
-# Install dependencies
-RUN pip install --upgrade pip
-RUN pip install -r requirements.txt
-
-# Force install the specific protobuf version
-RUN pip install "protobuf>=6.31.1" --no-deps
-
-# Default command to run the training script
-CMD ["python", "recml/examples/dlrm_experiment_test.py"]
-```
-
-You can use this dockerfile to run the DLRM model experiment from this repo in your own environment. 
-
-### 2. Build the Image
+### 1. Build the Image
 
 Run this command from the root of the repository. It reads the `Dockerfile`, installs all dependencies, and creates a ready-to-run image.
 
@@ -81,7 +54,9 @@ Run this command from the root of the repository. It reads the `Dockerfile`, ins
 docker build -t recml-training .
 ```
 
-### 3. Run the Image
+### 2. Run the Image
+
+This will run the docker image and execute the command specified, which is currently set to run DLRM. 
 
 ```bash
 docker run --rm --privileged \
@@ -90,9 +65,3 @@ docker run --rm --privileged \
   --name recml-experiment \
   recml-training
 ```
-
-### What is happening here?
-* **`--rm`**: Automatically deletes the container after the script finishes to keep your disk clean.
-* **`--privileged`**: Grants the container direct access to the host's hardware devices, which is required to see the physical TPU chips.
-* **`--net=host`**: Removes the container's network isolation, allowing the script to connect to the TPU runtime listening on local ports (e.g., 8353).
-* **`--ipc=host`**: Allows the container to use the host's Shared Memory (IPC), which is critical for high-speed data transfer between the CPU and TPU.
\ No newline at end of file