diff --git a/README.md b/README.md
index 65269b0..bf85b6c 100644
--- a/README.md
+++ b/README.md
@@ -77,7 +77,7 @@ agi-pack --install-completion <bash|zsh|fish|powershell|pwsh>
         └── `docker build -f Dockerfile --target base-sklearn .`
     ```
 
-That's it! Use the generated `Dockerfile` to run `docker build` and build the image directly.
+That's it! Here's the generated [`Dockerfile`](examples/generated/Dockerfile-quickstart) -- use it to run `docker build` and build the image directly.
 
 ## Goals 🎯
 
diff --git a/examples/generated/Dockerfile-quickstart b/examples/generated/Dockerfile-quickstart
new file mode 100644
index 0000000..48a0693
--- /dev/null
+++ b/examples/generated/Dockerfile-quickstart
@@ -0,0 +1,63 @@
+# >>>>>>>>>>>>>>>>>>>>>>>>>>>
+# Auto-generated by agi-pack.
+FROM debian:buster-slim AS base-cpu
+
+# Setup environment variables
+ENV PROJECT agi
+ENV PYENV agi-py38
+ENV PYTHON_VERSION 3.8
+ENV PYTHONDONTWRITEBYTECODE 1
+ENV PYTHONUNBUFFERED 1
+ENV PYTHONWARNINGS ignore
+
+# Setup conda paths
+ENV CONDA_PATH=/opt/conda/envs/${PYENV}
+ENV CONDA_PREFIX=${CONDA_PATH}
+ENV CONDA_EXE=${CONDA_PATH}/bin/conda
+ENV PATH=${CONDA_PATH}/bin:/opt/conda/bin:$PATH
+ENV CONDA_DEFAULT_ENV ${PYENV}
+
+# Setup environment variables
+ENV MY_ENV_VAR=value
+
+# Install system packages
+RUN apt-get -y update \
+    && apt-get -y install \
+    curl git \
+    wget \
+    && apt-get -y autoclean \
+    && apt-get -y autoremove \
+    && rm -rf /var/lib/apt/lists/*
+
+# Install mambaforge
+RUN curl -sLo ~/mambaforge.sh "https://github.com/conda-forge/miniforge/releases/latest/download/Mambaforge-$(uname)-$(uname -m).sh" \
+  && chmod +x ~/mambaforge.sh \
+  && ~/mambaforge.sh -b -p /opt/conda \
+  && /opt/conda/bin/mamba init bash \
+  && /opt/conda/bin/mamba config --set pip_interop_enabled True \
+  && /opt/conda/bin/mamba create -n ${PYENV} python=${PYTHON_VERSION} -y \
+  && rm ~/mambaforge.sh
+
+# Install pip packages, with cache mounting /opt/conda/pkgs for faster builds
+# Note: Cache mounts allow us to re-use the cache for conda packages
+# instead of having to re-download them every time we build.
+RUN --mount=type=cache,target=/opt/conda/pkgs/ \
+    mamba install -yv \
+    loguru \
+    scikit-learn \
+    && echo "pip install complete"
+
+# Export conda environment on login
+RUN echo "export CONDA_PATH=/opt/conda/envs/${PYENV}" >> ~/.bashrc
+RUN echo "export PATH=/opt/conda/envs/${PYENV}/bin:$PATH" >> ~/.bashrc
+RUN echo "export CONDA_DEFAULT_ENV=${PYENV}" >> ~/.bashrc
+RUN echo "mamba activate ${PYENV}" > ~/.bashrc
+ENTRYPOINT ["/bin/bash", "-c"]
+
+# Setup working directory
+WORKDIR /app/$PYENV
+
+# Run commands
+RUN \
+    ls -la \
+    && echo "run commands complete"