diff --git a/build_artifacts/v2/v2.2/v2.2.0/CHANGELOG-cpu.md b/build_artifacts/v2/v2.2/v2.2.0/CHANGELOG-cpu.md
new file mode 100644
index 00000000..f1c00ebe
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/CHANGELOG-cpu.md
@@ -0,0 +1,29 @@
+# Change log: 2.2.0(cpu)
+
+## Upgrades: 
+
+Package | Previous Version | Current Version
+---|---|---
+ipython|8.28.0|8.29.0
+jupyterlab|4.1.8|4.2.5
+amazon-q-developer-jupyterlab-ext|3.4.0|3.4.3
+langchain|0.2.16|0.2.17
+jupyter-ai|2.25.0|2.28.1
+amazon-sagemaker-jupyter-ai-q-developer|1.0.12|1.0.14
+amazon-sagemaker-jupyter-scheduler|3.1.6|3.1.7
+amazon_sagemaker_sql_editor|0.1.12|0.1.13
+pip|24.2|24.3.1
+notebook|7.1.3|7.2.2
+fastapi|0.115.2|0.115.5
+jupyter-collaboration|2.1.4|2.1.5
+jupyterlab-git|0.50.1|0.50.2
+mlflow|2.17.0|2.17.2
+py-xgboost-cpu|2.1.1|2.1.2
+sagemaker-code-editor|1.3.3|1.4.1
+sagemaker-jupyterlab-emr-extension|0.3.3|0.3.4
+
+## What's new: 
+
+Package | Version 
+---|---
+docker-cli|27.1.1
diff --git a/build_artifacts/v2/v2.2/v2.2.0/CHANGELOG-gpu.md b/build_artifacts/v2/v2.2/v2.2.0/CHANGELOG-gpu.md
new file mode 100644
index 00000000..502ed896
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/CHANGELOG-gpu.md
@@ -0,0 +1,29 @@
+# Change log: 2.2.0(gpu)
+
+## Upgrades: 
+
+Package | Previous Version | Current Version
+---|---|---
+ipython|8.28.0|8.29.0
+jupyterlab|4.1.8|4.2.5
+amazon-q-developer-jupyterlab-ext|3.4.0|3.4.3
+langchain|0.2.16|0.2.17
+jupyter-ai|2.25.0|2.28.1
+amazon-sagemaker-jupyter-ai-q-developer|1.0.12|1.0.14
+amazon-sagemaker-jupyter-scheduler|3.1.6|3.1.7
+amazon_sagemaker_sql_editor|0.1.12|0.1.13
+pip|24.2|24.3.1
+notebook|7.1.3|7.2.2
+fastapi|0.115.2|0.115.5
+jupyter-collaboration|2.1.4|2.1.5
+jupyterlab-git|0.50.1|0.50.2
+mlflow|2.17.0|2.17.2
+py-xgboost-gpu|2.1.1|2.1.2
+sagemaker-code-editor|1.3.3|1.4.1
+sagemaker-jupyterlab-emr-extension|0.3.3|0.3.4
+
+## What's new: 
+
+Package | Version 
+---|---
+docker-cli|27.1.1
diff --git a/build_artifacts/v2/v2.2/v2.2.0/Dockerfile b/build_artifacts/v2/v2.2/v2.2.0/Dockerfile
new file mode 100644
index 00000000..bc6b2fb2
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/Dockerfile
@@ -0,0 +1,187 @@
+ARG TAG_FOR_BASE_MICROMAMBA_IMAGE
+FROM mambaorg/micromamba:$TAG_FOR_BASE_MICROMAMBA_IMAGE
+
+ARG CUDA_MAJOR_MINOR_VERSION=''
+ARG ENV_IN_FILENAME
+ARG ARG_BASED_ENV_IN_FILENAME
+ARG IMAGE_VERSION
+LABEL "org.amazon.sagemaker-distribution.image.version"=$IMAGE_VERSION
+
+ARG AMZN_BASE="/opt/amazon/sagemaker"
+ARG DB_ROOT_DIR="/opt/db"
+ARG DIRECTORY_TREE_STAGE_DIR="${AMZN_BASE}/dir-staging"
+
+ARG NB_USER="sagemaker-user"
+ARG NB_UID=1000
+ARG NB_GID=100
+
+# https://www.openssl.org/source/
+ARG FIPS_VALIDATED_SSL=3.0.8
+
+ENV SAGEMAKER_LOGGING_DIR="/var/log/sagemaker/"
+ENV STUDIO_LOGGING_DIR="/var/log/studio/"
+ENV EDITOR="nano"
+ENV IMAGE_VERSION=$IMAGE_VERSION
+
+USER root
+RUN usermod "--login=${NB_USER}" "--home=/home/${NB_USER}" --move-home "-u ${NB_UID}" "${MAMBA_USER}" && \
+    groupmod "--new-name=${NB_USER}" --non-unique "-g ${NB_GID}" "${MAMBA_USER}" && \
+    # Update the expected value of MAMBA_USER for the
+    # _entrypoint.sh consistency check.
+    echo "${NB_USER}" > "/etc/arg_mamba_user" && \
+    :
+ENV MAMBA_USER=$NB_USER
+ENV USER=$NB_USER
+
+RUN apt-get update && apt-get upgrade -y && \
+    apt-get install -y --no-install-recommends sudo gettext-base wget curl unzip git rsync build-essential openssh-client nano cron less mandoc && \
+    # We just install tzdata below but leave default time zone as UTC. This helps packages like Pandas to function correctly.
+    DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends tzdata krb5-user libkrb5-dev libsasl2-dev libsasl2-modules && \
+    chmod g+w /etc/passwd && \
+    echo "ALL    ALL=(ALL)    NOPASSWD:    ALL" >> /etc/sudoers && \
+    touch /etc/krb5.conf.lock && chown ${NB_USER}:${MAMBA_USER} /etc/krb5.conf* && \
+    # Note that we do NOT run `rm -rf /var/lib/apt/lists/*` here. If we did, anyone building on top of our images will
+    # not be able to run any `apt-get install` commands and that would hamper customizability of the images.
+    curl "https://awscli.amazonaws.com/awscli-exe-linux-x86_64.zip" -o "awscliv2.zip" && \
+    unzip awscliv2.zip && \
+    sudo ./aws/install && \
+    rm -rf aws awscliv2.zip && \
+    : && \
+    echo "source /usr/local/bin/_activate_current_env.sh" | tee --append /etc/profile && \
+# CodeEditor - create server, user data dirs
+    mkdir -p /opt/amazon/sagemaker/sagemaker-code-editor-server-data /opt/amazon/sagemaker/sagemaker-code-editor-user-data \
+    && chown $MAMBA_USER:$MAMBA_USER /opt/amazon/sagemaker/sagemaker-code-editor-server-data /opt/amazon/sagemaker/sagemaker-code-editor-user-data && \
+# create dir to store user data files
+    mkdir -p /opt/amazon/sagemaker/user-data \
+    && chown $MAMBA_USER:$MAMBA_USER /opt/amazon/sagemaker/user-data && \
+# Merge in OS directory tree contents.
+    mkdir -p ${DIRECTORY_TREE_STAGE_DIR}
+COPY dirs/ ${DIRECTORY_TREE_STAGE_DIR}/
+RUN rsync -a ${DIRECTORY_TREE_STAGE_DIR}/ / && \
+    rm -rf ${DIRECTORY_TREE_STAGE_DIR} && \
+# CodeEditor - download the extensions
+    mkdir -p /etc/code-editor/extensions && \
+    while IFS= read -r url || [ -n "$url" ]; do \
+        echo "Downloading extension from ${url}..." && \
+        wget --no-check-certificate -P /etc/code-editor/extensions "${url}"; \
+    done < /etc/code-editor/extensions.txt
+
+USER $MAMBA_USER
+COPY --chown=$MAMBA_USER:$MAMBA_USER $ENV_IN_FILENAME *.in /tmp/
+ARG MAMBA_DOCKERFILE_ACTIVATE=1
+ARG CONDA_OVERRIDE_CUDA=$CUDA_MAJOR_MINOR_VERSION
+
+# Make sure that $ENV_IN_FILENAME has a newline at the end before the `tee` command runs. Otherwise, nasty things
+# will happen.
+RUN if [[ -z $ARG_BASED_ENV_IN_FILENAME ]] ; \
+    then echo 'No ARG_BASED_ENV_IN_FILENAME passed' ; \
+    else envsubst < /tmp/$ARG_BASED_ENV_IN_FILENAME | tee --append /tmp/$ENV_IN_FILENAME ; \
+    fi && \
+    # Enforce dependencies are all installed from conda-forge
+    micromamba install -y --name base --file /tmp/$ENV_IN_FILENAME && \
+    micromamba clean --all --yes --force-pkgs-dirs && \
+    rm -rf /tmp/*.in && \
+    sudo ln -s $(which python3) /usr/bin/python && \
+    # Update npm version
+    npm i -g npm && \
+    # Enforce to use `conda-forge` as only channel, by removing `defaults`
+    conda config --remove channels defaults && \
+    micromamba config append channels conda-forge --env && \
+    # Configure CodeEditor - Install extensions and set preferences
+    extensionloc=/opt/amazon/sagemaker/sagemaker-code-editor-server-data/extensions && mkdir -p "${extensionloc}" \
+    # Loop through all vsix files in /etc/code-editor/extensions and install them
+    && for ext in /etc/code-editor/extensions/*.vsix; do \
+        echo "Installing extension ${ext}..."; \
+        sagemaker-code-editor --install-extension "${ext}" --extensions-dir "${extensionloc}" --server-data-dir /opt/amazon/sagemaker/sagemaker-code-editor-server-data --user-data-dir /opt/amazon/sagemaker/sagemaker-code-editor-user-data; \
+       done \
+    # Copy the settings
+    && cp /etc/code-editor/code_editor_machine_settings.json /opt/amazon/sagemaker/sagemaker-code-editor-server-data/data/Machine/settings.json \
+    && cp /etc/code-editor/code_editor_user_settings.json /opt/amazon/sagemaker/sagemaker-code-editor-server-data/data/User/settings.json && \
+    # Install glue kernels, and move to shared directory
+    # Also patching base kernel so Studio background code doesn't start session silently
+    install-glue-kernels && \
+    SITE_PACKAGES=$(pip show aws-glue-sessions | grep Location | awk '{print $2}') && \
+    jupyter-kernelspec install $SITE_PACKAGES/aws_glue_interactive_sessions_kernel/glue_pyspark --user && \
+    jupyter-kernelspec install $SITE_PACKAGES/aws_glue_interactive_sessions_kernel/glue_spark --user && \
+    mv /home/sagemaker-user/.local/share/jupyter/kernels/glue_pyspark /opt/conda/share/jupyter/kernels && \
+    mv /home/sagemaker-user/.local/share/jupyter/kernels/glue_spark /opt/conda/share/jupyter/kernels && \
+    sed -i '/if not store_history and (/i\        if "sm_analytics_runtime_check" in code:\n            return await self._complete_cell()\n' \
+    "$SITE_PACKAGES/aws_glue_interactive_sessions_kernel/glue_kernel_base/BaseKernel.py" && \
+    # Install FIPS Provider for OpenSSL, on top of existing OpenSSL installation
+    # v3.0.8 is latest FIPS validated provider, so this is the one we install
+    # But we need to run tests against the installed version.
+    # see https://github.com/openssl/openssl/blob/master/README-FIPS.md https://www.openssl.org/source/
+    INSTALLED_SSL=$(micromamba list | grep openssl | tr -s ' ' | cut -d ' ' -f 3 | head -n 1) && \
+    # download source code for installed, and FIPS validated openssl versions
+    curl -L https://github.com/openssl/openssl/releases/download/openssl-$FIPS_VALIDATED_SSL/openssl-$FIPS_VALIDATED_SSL.tar.gz > openssl-$FIPS_VALIDATED_SSL.tar.gz &&  \
+    curl -L https://github.com/openssl/openssl/releases/download/openssl-$INSTALLED_SSL/openssl-$INSTALLED_SSL.tar.gz > openssl-$INSTALLED_SSL.tar.gz &&  \
+    tar -xf openssl-$FIPS_VALIDATED_SSL.tar.gz && tar -xf openssl-$INSTALLED_SSL.tar.gz && cd openssl-$FIPS_VALIDATED_SSL && \
+    # Configure both versions to enable FIPS and build
+    ./Configure enable-fips --prefix=/opt/conda --openssldir=/opt/conda/ssl && make && \
+    cd ../openssl-$INSTALLED_SSL && \
+    ./Configure enable-fips --prefix=/opt/conda --openssldir=/opt/conda/ssl && make && \
+    # Copy validated provider to installed version for testing
+    cp ../openssl-$FIPS_VALIDATED_SSL/providers/fips.so providers/. && \
+    cp ../openssl-$FIPS_VALIDATED_SSL/providers/fipsmodule.cnf providers/. && \
+    make tests && cd ../openssl-$FIPS_VALIDATED_SSL && \
+    # After tests pass, install FIPS provider and remove source code
+    make install_fips && cd .. && rm -rf ./openssl-* && \
+# Create new config file with fips-enabled. Then user can override OPENSSL_CONF to enable FIPS
+# e.g. export OPENSSL_CONF=/opt/conda/ssl/openssl-fips.cnf
+    cp /opt/conda/ssl/openssl.cnf /opt/conda/ssl/openssl-fips.cnf && \
+    sed -i "s:# .include fipsmodule.cnf:.include /opt/conda/ssl/fipsmodule.cnf:" /opt/conda/ssl/openssl-fips.cnf && \
+    sed -i 's:# fips = fips_sect:fips = fips_sect:' /opt/conda/ssl/openssl-fips.cnf && \
+# Install Kerberos.
+# Make sure no dependency is added/updated
+    pip install "krb5>=0.5.1,<0.6" && \
+    pip show krb5 | grep Require | xargs -i sh -c '[ $(echo {} | cut -d: -f2 | wc -w) -eq 0 ] ' && \
+# https://stackoverflow.com/questions/122327
+    SYSTEM_PYTHON_PATH=$(python3 -c "from __future__ import print_function;import sysconfig; print(sysconfig.get_paths().get('purelib'))") && \
+    # Remove SparkRKernel as it's not supported \
+    jupyter-kernelspec remove -f -y sparkrkernel && \
+    # Patch Sparkmagic lib to support Custom Certificates \
+    # https://github.com/jupyter-incubator/sparkmagic/pull/435/files \
+    cp -a ${SYSTEM_PYTHON_PATH}/sagemaker_studio_analytics_extension/patches/configuration.py ${SYSTEM_PYTHON_PATH}/sparkmagic/utils/ && \
+    cp -a ${SYSTEM_PYTHON_PATH}/sagemaker_studio_analytics_extension/patches/reliablehttpclient.py ${SYSTEM_PYTHON_PATH}/sparkmagic/livyclientlib/reliablehttpclient.py && \
+    sed -i 's=  "python"=  "/opt/conda/bin/python"=g'  /opt/conda/share/jupyter/kernels/pysparkkernel/kernel.json /opt/conda/share/jupyter/kernels/sparkkernel/kernel.json && \
+    sed -i 's="Spark"="SparkMagic Spark"=g'  /opt/conda/share/jupyter/kernels/sparkkernel/kernel.json && \
+    sed -i 's="PySpark"="SparkMagic PySpark"=g'  /opt/conda/share/jupyter/kernels/pysparkkernel/kernel.json && \
+    # Configure RTC - disable jupyter_collaboration by default
+    jupyter labextension disable @jupyter/collaboration-extension
+
+# Patch glue kernels to use kernel wrapper
+COPY patch_glue_pyspark.json /opt/conda/share/jupyter/kernels/glue_pyspark/kernel.json
+COPY patch_glue_spark.json /opt/conda/share/jupyter/kernels/glue_spark/kernel.json
+
+USER root
+
+# Create logging directories for supervisor
+RUN mkdir -p $SAGEMAKER_LOGGING_DIR && \
+    chmod a+rw $SAGEMAKER_LOGGING_DIR && \
+    mkdir -p ${STUDIO_LOGGING_DIR} && \
+    chown ${NB_USER}:${MAMBA_USER} ${STUDIO_LOGGING_DIR} && \
+
+    # Clean up CodeEditor artifacts
+    rm -rf /etc/code-editor && \
+    # Create supervisord runtime directory
+    mkdir -p /var/run/supervisord && \
+    chmod a+rw /var/run/supervisord && \
+    # Create root directory for DB
+    # Create logging directories for supervisor
+    mkdir -p $DB_ROOT_DIR && \
+    chmod a+rw $DB_ROOT_DIR && \
+    HOME_DIR="/home/${NB_USER}/licenses" \
+    && mkdir -p ${HOME_DIR} \
+    && curl -o ${HOME_DIR}/oss_compliance.zip https://aws-dlinfra-utilities.s3.amazonaws.com/oss_compliance.zip \
+    && unzip ${HOME_DIR}/oss_compliance.zip -d ${HOME_DIR}/ \
+    && cp ${HOME_DIR}/oss_compliance/test/testOSSCompliance /usr/local/bin/testOSSCompliance \
+    && chmod +x /usr/local/bin/testOSSCompliance \
+    && chmod +x ${HOME_DIR}/oss_compliance/generate_oss_compliance.sh \
+    && ${HOME_DIR}/oss_compliance/generate_oss_compliance.sh ${HOME_DIR} python \
+    && rm -rf ${HOME_DIR}/oss_compliance*
+
+ENV PATH="/opt/conda/bin:/opt/conda/condabin:$PATH"
+WORKDIR "/home/${NB_USER}"
+ENV SHELL=/bin/bash
+ENV OPENSSL_MODULES=/opt/conda/lib64/ossl-modules/
+USER $MAMBA_USER
diff --git a/build_artifacts/v2/v2.2/v2.2.0/RELEASE.md b/build_artifacts/v2/v2.2/v2.2.0/RELEASE.md
new file mode 100644
index 00000000..39e62c94
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/RELEASE.md
@@ -0,0 +1,62 @@
+# Release notes: 2.2.0
+
+Package | gpu| cpu
+---|---|---
+python|3.11.10|3.11.10
+numpy|1.26.4|1.26.4
+jinja2|3.1.4|3.1.4
+pytorch|2.3.1|2.4.1
+altair|5.4.1|5.4.1
+boto3|1.34.162|1.34.162
+ipython|8.29.0|8.29.0
+jupyter-lsp|2.2.5|2.2.5
+jupyterlab|4.2.5|4.2.5
+amazon-q-developer-jupyterlab-ext|3.4.3|3.4.3
+langchain|0.2.17|0.2.17
+jupyter-ai|2.28.1|2.28.1
+amazon-sagemaker-jupyter-ai-q-developer|1.0.14|1.0.14
+jupyter-scheduler|2.9.0|2.9.0
+amazon-sagemaker-jupyter-scheduler|3.1.7|3.1.7
+pandas|2.2.3|2.2.3
+amazon-sagemaker-sql-magic|0.1.3|0.1.3
+jupyterlab-lsp|5.0.3|5.0.3
+amazon_sagemaker_sql_editor|0.1.13|0.1.13
+scipy|1.14.1|1.14.1
+matplotlib-base|3.9.2|3.9.2
+scikit-learn|1.5.2|1.5.2
+sentencepiece|0.1.99|0.1.99
+pip|24.3.1|24.3.1
+torchvision|0.18.1|0.19.1
+autogluon|1.1.1|1.1.1
+ipywidgets|8.1.5|8.1.5
+notebook|7.2.2|7.2.2
+aws-glue-sessions|1.0.7|1.0.7
+conda|24.9.2|24.9.2
+docker-cli|27.1.1|27.1.1
+uvicorn|0.32.0|0.32.0
+fastapi|0.115.5|0.115.5
+git-remote-codecommit|1.16|1.16
+jupyter-activity-monitor-extension|0.3.1|0.3.1
+jupyter-collaboration|2.1.5|2.1.5
+jupyter-dash|0.4.2|0.4.2
+jupyter-server-proxy|4.4.0|4.4.0
+jupyterlab-git|0.50.2|0.50.2
+keras|3.6.0|3.6.0
+langchain-aws|0.1.18|0.1.18
+mlflow|2.17.2|2.17.2
+py-xgboost-gpu|2.1.2| 
+pyhive|0.7.0|0.7.0
+python-gssapi|1.9.0|1.9.0
+python-lsp-server|1.12.0|1.12.0
+sagemaker-code-editor|1.4.1|1.4.1
+sagemaker-headless-execution-driver|0.0.13|0.0.13
+sagemaker-jupyterlab-emr-extension|0.3.4|0.3.4
+sagemaker-jupyterlab-extension|0.3.2|0.3.2
+sagemaker-kernel-wrapper|0.0.4|0.0.4
+sagemaker-mlflow|0.1.0|0.1.0
+sagemaker-python-sdk|2.227.0|2.227.0
+sagemaker-studio-analytics-extension|0.1.2|0.1.2
+supervisor|4.2.5|4.2.5
+tensorflow|2.17.0|2.17.0
+tf-keras|2.17.0|2.17.0
+py-xgboost-cpu| |2.1.2
diff --git a/build_artifacts/v2/v2.2/v2.2.0/cpu.additional_packages_env.in b/build_artifacts/v2/v2.2/v2.2.0/cpu.additional_packages_env.in
new file mode 100644
index 00000000..3bf29b75
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/cpu.additional_packages_env.in
@@ -0,0 +1,2 @@
+#Add any additional packages here
+conda-forge::docker-cli[version='>=27.1.1']
\ No newline at end of file
diff --git a/build_artifacts/v2/v2.2/v2.2.0/cpu.env.in b/build_artifacts/v2/v2.2/v2.2.0/cpu.env.in
new file mode 100644
index 00000000..bb179aab
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/cpu.env.in
@@ -0,0 +1,58 @@
+# This file is auto-generated.
+conda-forge::jupyter-activity-monitor-extension[version='>=0.3.1,<1.0.0']
+conda-forge::mlflow[version='>=2.17.0,<3.0.0']
+conda-forge::sagemaker-mlflow[version='>=0.1.0,<1.0.0']
+conda-forge::langchain-aws[version='>=0.1.18,<1.0.0']
+conda-forge::jupyter-collaboration[version='>=2.1.0,<3.0.0']
+conda-forge::sagemaker-code-editor[version='>=1.3.3,<2.0.0']
+conda-forge::amazon_sagemaker_sql_editor[version='>=0.1.12,<1.0.0']
+conda-forge::amazon-sagemaker-sql-magic[version='>=0.1.3,<1.0.0']
+conda-forge::amazon-sagemaker-jupyter-ai-q-developer[version='>=1.0.12,<2.0.0']
+conda-forge::amazon-q-developer-jupyterlab-ext[version='>=3.4.0,<4.0.0']
+conda-forge::langchain[version='>=0.2.16,<1.0.0']
+conda-forge::fastapi[version='>=0.115.2,<1.0.0']
+conda-forge::uvicorn[version='>=0.32.0,<1.0.0']
+conda-forge::pytorch[version='>=2.4.1,<3.0.0']
+conda-forge::tensorflow[version='>=2.17.0,<3.0.0']
+conda-forge::python[version='>=3.11.10,<3.12.0']
+conda-forge::pip[version='>=24.2,<25.0.0']
+conda-forge::torchvision[version='>=0.19.1,<1.0.0']
+conda-forge::numpy[version='>=1.26.4,<2.0.0']
+conda-forge::pandas[version='>=2.2.3,<3.0.0']
+conda-forge::scikit-learn[version='>=1.5.2,<2.0.0']
+conda-forge::jinja2[version='>=3.1.4,<4.0.0']
+conda-forge::matplotlib-base[version='>=3.9.2,<4.0.0']
+conda-forge::sagemaker-headless-execution-driver[version='>=0.0.13,<1.0.0']
+conda-forge::ipython[version='>=8.28.0,<9.0.0']
+conda-forge::scipy[version='>=1.14.1,<2.0.0']
+conda-forge::keras[version='>=3.6.0,<4.0.0']
+conda-forge::py-xgboost-cpu[version='>=2.1.1,<3.0.0']
+conda-forge::jupyterlab[version='>=4.2.5,<5.0.0']
+conda-forge::ipywidgets[version='>=8.1.5,<9.0.0']
+conda-forge::conda[version='>=24.9.2,<25.0.0']
+conda-forge::boto3[version='>=1.34.162,<2.0.0']
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diff --git a/build_artifacts/v2/v2.2/v2.2.0/cpu.env.out b/build_artifacts/v2/v2.2/v2.2.0/cpu.env.out
new file mode 100644
index 00000000..e3d65183
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/cpu.env.out
@@ -0,0 +1,695 @@
+# This file may be used to create an environment using:
+# $ conda create --name <env> --file <this file>
+# platform: linux-64
+@EXPLICIT
+https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
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+https://conda.anaconda.org/conda-forge/linux-64/libgfortran-ng-14.2.0-h69a702a_1.conda#0a7f4cd238267c88e5d69f7826a407eb
+https://conda.anaconda.org/conda-forge/linux-64/hdf5-1.14.3-nompi_hdf9ad27_105.conda#7e1729554e209627636a0f6fabcdd115
+https://conda.anaconda.org/conda-forge/linux-64/h5py-3.12.1-nompi_py311hb639ac4_102.conda#c2438b0f0016fbd7ea93e872c9b93309
+https://conda.anaconda.org/conda-forge/noarch/isort-5.13.2-pyhd8ed1ab_0.conda#1d25ed2b95b92b026aaa795eabec8d91
+https://conda.anaconda.org/conda-forge/noarch/jupyter-activity-monitor-extension-0.3.1-pyhd8ed1ab_0.conda#f3548fc6b23bad6f0bc89b838095ff2d
+https://conda.anaconda.org/conda-forge/noarch/jupyter_server_fileid-0.9.2-pyhd8ed1ab_0.conda#b3001efcd21df5156985c1f027d8d331
+https://conda.anaconda.org/conda-forge/linux-64/pycrdt-0.10.6-py311h9e33e62_0.conda#e4bc20182fc88b904ace6afb70f66ee7
+https://conda.anaconda.org/conda-forge/noarch/jupyter_ydoc-2.1.3-pyhd8ed1ab_0.conda#dbff227ab8d2f848e53d26d1a9becccf
+https://conda.anaconda.org/conda-forge/noarch/sqlite-anyio-0.2.3-pyhd8ed1ab_0.conda#7020770f72be0328354c85c24ae4338f
+https://conda.anaconda.org/conda-forge/noarch/pycrdt-websocket-0.15.1-pyhd8ed1ab_0.conda#a27be09c2fd28e22340629292dd1b19e
+https://conda.anaconda.org/conda-forge/noarch/jupyter-collaboration-2.1.5-pyhd8ed1ab_0.conda#5703aca213285d93bf9e12a73d1b010d
+https://conda.anaconda.org/conda-forge/noarch/jupyter-dash-0.4.2-pyhd8ed1ab_1.tar.bz2#9c77330b235666f244a7b8dcc7c0955a
+https://conda.anaconda.org/conda-forge/noarch/jupyter-server-mathjax-0.2.6-pyh5bfe37b_1.conda#11ca195fc8a16770661a387bcce27c36
+https://conda.anaconda.org/conda-forge/noarch/simpervisor-1.0.0-pyhd8ed1ab_0.conda#1f6df17b16d6295a484d59e844fef6ee
+https://conda.anaconda.org/conda-forge/noarch/jupyter-server-proxy-4.4.0-pyhd8ed1ab_0.conda#f84c359ab53d51c125319b25bd09a887
+https://conda.anaconda.org/conda-forge/noarch/nbdime-4.0.2-pyhd8ed1ab_0.conda#c85813ae6abbeeddecf9ecf544f052bc
+https://conda.anaconda.org/conda-forge/noarch/jupyterlab-git-0.50.2-pyhd8ed1ab_0.conda#ceef639ca7744eae72138fb5cff033ad
+https://conda.anaconda.org/conda-forge/linux-64/ml_dtypes-0.4.0-py311h7db5c69_2.conda#7df028e3691fb3940a03e5ad7938414e
+https://conda.anaconda.org/conda-forge/noarch/namex-0.0.8-pyhd8ed1ab_0.conda#b96883bd4ee5a6aef4636674783a6d57
+https://conda.anaconda.org/conda-forge/linux-64/optree-0.13.1-py311hd18a35c_1.conda#121cc50f6d2d7e16eadb324133253f61
+https://conda.anaconda.org/conda-forge/noarch/keras-3.6.0-pyhd8ed1ab_0.conda#d33abb538e5e53920649f1708fc8fa82
+https://conda.anaconda.org/conda-forge/noarch/langchain-aws-0.1.18-pyhd8ed1ab_0.conda#b920f8655f501c7a5f5e6d1203b5a2c4
+https://conda.anaconda.org/conda-forge/linux-64/libgpg-error-1.50-h4f305b6_0.conda#0d7ff1a8e69565ca3add6925e18e708f
+https://conda.anaconda.org/conda-forge/linux-64/libgcrypt-1.11.0-h4ab18f5_1.conda#14858a47d4cc995892e79f2b340682d7
+https://conda.anaconda.org/conda-forge/linux-64/libsecret-0.18.8-h329b89f_2.tar.bz2#9d6698e3c9585a75156d86f7ef229093
+https://conda.anaconda.org/conda-forge/noarch/opentelemetry-api-1.27.0-pyhd8ed1ab_0.conda#947b016e29819585f8f3f82dbb7ede91
+https://conda.anaconda.org/conda-forge/noarch/opentelemetry-semantic-conventions-0.48b0-pyhd8ed1ab_0.conda#eefd5ed55046af15c08051afb6b0eb6b
+https://conda.anaconda.org/conda-forge/noarch/opentelemetry-sdk-1.27.0-pyhd8ed1ab_0.conda#1a16e734cd0ebb70d3b79265403beb13
+https://conda.anaconda.org/conda-forge/linux-64/mlflow-skinny-2.17.2-py311h38be061_0.conda#5d7630298b77ed2e5decf370bc23fe1a
+https://conda.anaconda.org/conda-forge/noarch/querystring_parser-1.2.4-pyhd8ed1ab_1.conda#124ce2752ddf974efebd074b53675b83
+https://conda.anaconda.org/conda-forge/linux-64/mlflow-ui-2.17.2-py311h38be061_0.conda#8e664e9afffba9d3b021ed45c2c4f109
+https://conda.anaconda.org/conda-forge/noarch/prometheus_flask_exporter-0.23.1-pyhd8ed1ab_0.conda#dfd56de42e5f27683b7f769c6340cf00
+https://conda.anaconda.org/conda-forge/linux-64/mlflow-2.17.2-h38be061_0.conda#1bcc6261516bc289146ae48ab1777309
+https://conda.anaconda.org/conda-forge/linux-64/nodejs-20.17.0-hc55a1b2_0.conda#40a9a1d8f7b2d8b719a6ff5e2194061e
+https://conda.anaconda.org/conda-forge/noarch/opt_einsum-3.4.0-pyhd8ed1ab_0.conda#ff80afedd76f436acddbd1e14f5c2909
+https://conda.anaconda.org/conda-forge/noarch/papermill-2.6.0-pyhd8ed1ab_0.conda#7e2150bca46f713bb6e290ac1b26ed1d
+https://conda.anaconda.org/conda-forge/noarch/pox-0.3.5-pyhd8ed1ab_0.conda#b8065a08cc0dd3ce6364652bb99a7cca
+https://conda.anaconda.org/conda-forge/noarch/ppft-1.7.6.9-pyhd8ed1ab_0.conda#c6a44e882a693a9790de29c8a8f06255
+https://conda.anaconda.org/conda-forge/noarch/pathos-0.3.3-pyhd8ed1ab_0.conda#7cf4ac7035f0865e7ab67e32dd3b2875
+https://conda.anaconda.org/conda-forge/noarch/pure-sasl-0.6.2-pyhd8ed1ab_0.tar.bz2#ac695eecf21ab48093bc33fd60b4102d
+https://conda.anaconda.org/conda-forge/noarch/py-xgboost-cpu-2.1.2-pyhac85b48_0.conda#ea509118795c54253be5ef08aac86ae7
+https://conda.anaconda.org/conda-forge/noarch/snowballstemmer-2.2.0-pyhd8ed1ab_0.tar.bz2#4d22a9315e78c6827f806065957d566e
+https://conda.anaconda.org/conda-forge/noarch/pydocstyle-6.3.0-pyhd8ed1ab_0.conda#7e23a61a7fbaedfef6eb0e1ac775c8e5
+https://conda.anaconda.org/conda-forge/linux-64/thrift-0.20.0-py311hfdbb021_1.conda#203ba1d307759a4ae38c3133af6dfe0b
+https://conda.anaconda.org/conda-forge/noarch/thrift_sasl-0.4.3-pyhd8ed1ab_2.tar.bz2#0340a97c4990a5bb5ecf1a27fef9f9c3
+https://conda.anaconda.org/conda-forge/noarch/pyhive-0.7.0-pyhd8ed1ab_0.conda#a39884e69ebf0c6454a1f8bac6f8361b
+https://conda.anaconda.org/conda-forge/linux-64/pykrb5-0.5.1-py311h0820609_1.conda#26ee2e5df547f4545c0e3a9ef98fdcb7
+https://conda.anaconda.org/conda-forge/noarch/pylint-3.3.1-pyhd8ed1ab_0.conda#2a3426f75e2172c932131f4e3d51bcf4
+https://conda.anaconda.org/conda-forge/linux-64/pyspnego-0.11.2-py311h38be061_1.conda#b92f78ed507911cd93019e639e55e6a3
+https://conda.anaconda.org/conda-forge/noarch/python-flatbuffers-24.3.25-pyh59ac667_0.conda#dfc884dcd61ff6543fde37a41b7d7f31
+https://conda.anaconda.org/conda-forge/linux-64/python-gssapi-1.9.0-py311h9db375c_0.conda#7c1331954f398c3be464734b8fac4edf
+https://conda.anaconda.org/conda-forge/noarch/python-lsp-jsonrpc-1.1.2-pyhd8ed1ab_0.conda#ff30dbdb341a54947c4fa183900380b7
+https://conda.anaconda.org/conda-forge/noarch/python-lsp-server-base-1.12.0-pyhd8ed1ab_0.conda#cbdcf7302e81120af41b1339faa45793
+https://conda.anaconda.org/conda-forge/noarch/pytoolconfig-1.2.5-pyhd8ed1ab_0.conda#2d6bdf5a69cfcd1fcc7f2b900cb4082f
+https://conda.anaconda.org/conda-forge/noarch/rope-1.13.0-pyhd8ed1ab_0.conda#dffa002fbd3d86924b7992c718efa7bc
+https://conda.anaconda.org/conda-forge/noarch/whatthepatch-1.0.6-pyhd8ed1ab_0.conda#2b54ace307e5648efb07c3f220ae0dd6
+https://conda.anaconda.org/conda-forge/noarch/yapf-0.40.1-pyhd8ed1ab_0.conda#f269942e802d5e148632143d4c37acc9
+https://conda.anaconda.org/conda-forge/noarch/python-lsp-server-1.12.0-pyhd8ed1ab_0.conda#8b7f05bedf31a70d76162f87f407e632
+https://conda.anaconda.org/conda-forge/noarch/requests-kerberos-0.15.0-pyh707e725_0.conda#b56c004b94c38569f79d735f1345c054
+https://conda.anaconda.org/conda-forge/linux-64/ripgrep-14.1.1-h8fae777_0.conda#d214df5d083a659f75e7cdafd9500383
+https://conda.anaconda.org/conda-forge/linux-64/sagemaker-code-editor-1.4.1-h3e77e23_0.conda#462498f9792f2532b3226d3cd9301f18
+https://conda.anaconda.org/conda-forge/noarch/sagemaker-headless-execution-driver-0.0.13-pyhd8ed1ab_0.conda#feaec93c21652caac71ed7ecf450cb17
+https://conda.anaconda.org/conda-forge/noarch/sagemaker-jupyterlab-emr-extension-0.3.4-pyhd8ed1ab_0.conda#06dbab32436a71dd35d8203fee260e94
+https://conda.anaconda.org/conda-forge/noarch/sagemaker-jupyterlab-extension-0.3.2-pyhd8ed1ab_0.conda#7ec225c27d235395af79135f32ce3cc1
+https://conda.anaconda.org/conda-forge/noarch/sagemaker-kernel-wrapper-0.0.4-pyhd8ed1ab_0.conda#bf7c7fa01451646e7e2198fd3ed9f025
+https://conda.anaconda.org/conda-forge/noarch/sagemaker-mlflow-0.1.0-pyhd8ed1ab_0.conda#edcfd844c3fe864b800f60f05806fd26
+https://conda.anaconda.org/conda-forge/noarch/schema-0.7.7-pyhd8ed1ab_0.conda#1add6f6b99191efab14f16e6aa9b6461
+https://conda.anaconda.org/conda-forge/noarch/smdebug-rulesconfig-1.0.1-pyhd3deb0d_1.tar.bz2#be253a7939a3e7cf95a043a983cab563
+https://conda.anaconda.org/conda-forge/noarch/sagemaker-python-sdk-2.227.0-pyhd8ed1ab_0.conda#27bef51bc57520fba66695491e931f30
+https://conda.anaconda.org/conda-forge/noarch/sagemaker-studio-sparkmagic-lib-0.1.4-pyhd8ed1ab_0.conda#285ce30db20d88190f1f7fb654f259ec
+https://conda.anaconda.org/conda-forge/noarch/sparkmagic-0.21.0-pyhd8ed1ab_0.conda#fe489239f573c2ea018925ddea6d3190
+https://conda.anaconda.org/conda-forge/noarch/sagemaker-studio-analytics-extension-0.1.2-pyhd8ed1ab_0.conda#5537af52c8b524fc9cc1ea78eefd4d50
+https://conda.anaconda.org/conda-forge/linux-64/supervisor-4.2.5-py311h38be061_3.conda#b19d56c85784c625a17bf2b5805ea22b
+https://conda.anaconda.org/conda-forge/noarch/termcolor-2.5.0-pyhd8ed1ab_0.conda#29a5d22565b850099cd9959862d1b154
+https://conda.anaconda.org/conda-forge/linux-64/tensorflow-base-2.17.0-cpu_py311h0e3e7eb_2.conda#69a676eece25f693f5f14dfae8f47ce2
+https://conda.anaconda.org/conda-forge/linux-64/tensorflow-estimator-2.17.0-cpu_py311h331965b_2.conda#52c8b8ac6fa6c0f91ae98e1a4a28df18
+https://conda.anaconda.org/conda-forge/linux-64/tensorflow-2.17.0-cpu_py311h6ac8430_2.conda#3429e8a373480d03cf2666173fcb5d01
+https://conda.anaconda.org/conda-forge/noarch/tf-keras-2.17.0-pyhd8ed1ab_0.conda#ff80d0ec3ee10c2ea405129c4e3f9ca0
diff --git a/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/code-editor/code_editor_machine_settings.json b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/code-editor/code_editor_machine_settings.json
new file mode 100644
index 00000000..44fb8ef7
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/code-editor/code_editor_machine_settings.json
@@ -0,0 +1,4 @@
+{
+    "python.terminal.activateEnvironment": false,
+    "python.defaultInterpreterPath": "/opt/conda/bin/python"
+}
diff --git a/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/code-editor/code_editor_user_settings.json b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/code-editor/code_editor_user_settings.json
new file mode 100644
index 00000000..ed3ef56a
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/code-editor/code_editor_user_settings.json
@@ -0,0 +1,3 @@
+{
+   "extensions.autoUpdate": false
+}
diff --git a/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/code-editor/extensions.txt b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/code-editor/extensions.txt
new file mode 100644
index 00000000..fa81725c
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/code-editor/extensions.txt
@@ -0,0 +1,4 @@
+https://open-vsx.org/api/ms-toolsai/jupyter/2023.9.100/file/ms-toolsai.jupyter-2023.9.100.vsix
+https://open-vsx.org/api/ms-python/python/2023.20.0/file/ms-python.python-2023.20.0.vsix
+https://open-vsx.org/api/amazonwebservices/aws-toolkit-vscode/3.30.0/file/amazonwebservices.aws-toolkit-vscode-3.30.0.vsix
+https://open-vsx.org/api/amazonwebservices/amazon-q-vscode/1.32.0/file/amazonwebservices.amazon-q-vscode-1.32.0.vsix
diff --git a/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/conda/.condarc b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/conda/.condarc
new file mode 100644
index 00000000..c3616df5
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/conda/.condarc
@@ -0,0 +1,6 @@
+envs_dirs:
+   - ~/.conda/envs
+   - /opt/conda/envs
+pkgs_dirs:
+  - ~/.conda/pkgs
+  - /opt/conda/pkgs
diff --git a/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/jupyter/jupyter_server_config.py b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/jupyter/jupyter_server_config.py
new file mode 100644
index 00000000..0182cc23
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/jupyter/jupyter_server_config.py
@@ -0,0 +1,28 @@
+# Default Jupyter server config
+# Note: those config can be overridden by user-level configs.
+
+c.ServerApp.terminado_settings = {"shell_command": ["/bin/bash"]}
+c.ServerApp.tornado_settings = {"compress_response": True}
+
+# Do not delete files to trash. Instead, permanently delete files.
+c.FileContentsManager.delete_to_trash = False
+
+# Allow deleting non-empty directory via file browser. Related documentation:
+# https://github.com/jupyter-server/jupyter_server/blob/main/jupyter_server/services/contents/filemanager.py#L125-L129
+c.FileContentsManager.always_delete_dir = True
+
+# Enable `allow_hidden` by default, so hidden files are accessible via Jupyter server
+# Related documentation: https://jupyterlab.readthedocs.io/en/stable/user/files.html#displaying-hidden-files
+c.ContentsManager.allow_hidden = True
+
+# This will set the LanguageServerManager.extra_node_roots setting if amazon_sagemaker_sql_editor exists in the
+# environment. Ignore otherwise, don't fail the JL server start
+# Related documentation: https://jupyterlab-lsp.readthedocs.io/en/v3.4.0/Configuring.html
+try:
+    import os
+
+    module = __import__("amazon_sagemaker_sql_editor")
+    module_location = os.path.dirname(module.__file__)
+    c.LanguageServerManager.extra_node_roots = [f"{module_location}/sql-language-server"]
+except:
+    pass
diff --git a/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/supervisor/conf.d/supervisord-code-editor.conf b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/supervisor/conf.d/supervisord-code-editor.conf
new file mode 100644
index 00000000..cac5669b
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/supervisor/conf.d/supervisord-code-editor.conf
@@ -0,0 +1,11 @@
+[include]
+files = supervisord-common.conf
+
+[program:codeeditorserver]
+directory=%(ENV_HOME)s
+command=start-code-editor
+autostart=true
+autorestart=true
+stdout_logfile=/dev/fd/1   ; Redirect web server logs to stdout
+stdout_logfile_maxbytes = 0 ; Fix: https://github.com/Supervisor/supervisor/issues/935
+stderr_logfile_maxbytes = 0 ; Fix: https://github.com/Supervisor/supervisor/issues/935
diff --git a/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/supervisor/conf.d/supervisord-common.conf b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/supervisor/conf.d/supervisord-common.conf
new file mode 100644
index 00000000..27820d4c
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/supervisor/conf.d/supervisord-common.conf
@@ -0,0 +1,18 @@
+[supervisord]
+nodaemon=true
+
+pidfile=/var/run/supervisord/supervisord.pid
+logfile=%(ENV_STUDIO_LOGGING_DIR)s/%(ENV_SAGEMAKER_APP_TYPE_LOWERCASE)s/supervisord/supervisord.log
+logfile_maxbytes=5MB
+logfile_backups=10
+redirect_stderr=true
+
+[unix_http_server]
+file=/var/run/supervisord/supervisor.sock
+chmod=0700
+
+[supervisorctl]
+serverurl=unix:///var/run/supervisord/supervisor.sock
+
+[rpcinterface:supervisor]
+supervisor.rpcinterface_factory = supervisor.rpcinterface:make_main_rpcinterface
diff --git a/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/supervisor/conf.d/supervisord-jupyter-lab.conf b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/supervisor/conf.d/supervisord-jupyter-lab.conf
new file mode 100644
index 00000000..5694ac11
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/supervisor/conf.d/supervisord-jupyter-lab.conf
@@ -0,0 +1,11 @@
+[include]
+files = supervisord-common.conf
+
+[program:jupyterlabserver]
+directory=%(ENV_HOME)s
+command=start-jupyter-server
+stopasgroup=true
+stdout_logfile=/dev/stdout
+stdout_logfile_maxbytes=0
+stderr_logfile=/dev/stderr
+stderr_logfile_maxbytes=0
diff --git a/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/supervisor/conf.d/supervisord.conf b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/supervisor/conf.d/supervisord.conf
new file mode 100644
index 00000000..686f4a5c
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/dirs/etc/supervisor/conf.d/supervisord.conf
@@ -0,0 +1,27 @@
+[supervisord]
+nodaemon=true
+
+pidfile=/var/run/supervisord/supervisord.pid
+logfile=%(ENV_STUDIO_LOGGING_DIR)s/%(ENV_SAGEMAKER_APP_TYPE_LOWERCASE)s/supervisord/supervisord.log
+logfile_maxbytes=5MB
+logfile_backups=10
+redirect_stderr=true
+
+[unix_http_server]
+file=/var/run/supervisord/supervisor.sock
+chmod=0700
+
+[supervisorctl]
+serverurl=unix:///var/run/supervisord/supervisor.sock
+
+[rpcinterface:supervisor]
+supervisor.rpcinterface_factory = supervisor.rpcinterface:make_main_rpcinterface
+
+[program:jupyterlabserver]
+directory=%(ENV_HOME)s
+command=start-jupyter-server
+stopasgroup=true
+stdout_logfile=/dev/stdout
+stdout_logfile_maxbytes=0
+stderr_logfile=/dev/stderr
+stderr_logfile_maxbytes=0
diff --git a/build_artifacts/v2/v2.2/v2.2.0/dirs/usr/local/bin/entrypoint-code-editor b/build_artifacts/v2/v2.2/v2.2.0/dirs/usr/local/bin/entrypoint-code-editor
new file mode 100755
index 00000000..bf55a371
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/dirs/usr/local/bin/entrypoint-code-editor
@@ -0,0 +1,16 @@
+#!/bin/bash
+
+set -e
+
+# Generate and execute the shell code to modifies shell variables to include
+# micromamba commands (e.g. using `micromamba activate` to activate environments)
+eval "$(micromamba shell hook --shell=bash)"
+
+# Activate conda environment 'base', where supervisord is installed
+micromamba activate base
+
+# Set up SAGEMAKER_APP_TYPE_LOWERCASE based on SAGEMAKER_APP_TYPE
+export SAGEMAKER_APP_TYPE_LOWERCASE=$(echo $SAGEMAKER_APP_TYPE | tr '[:upper:]' '[:lower:]')
+
+mkdir -p $STUDIO_LOGGING_DIR/$SAGEMAKER_APP_TYPE_LOWERCASE/supervisord
+exec supervisord -c /etc/supervisor/conf.d/supervisord-code-editor.conf -n
diff --git a/build_artifacts/v2/v2.2/v2.2.0/dirs/usr/local/bin/entrypoint-jupyter-server b/build_artifacts/v2/v2.2/v2.2.0/dirs/usr/local/bin/entrypoint-jupyter-server
new file mode 100755
index 00000000..ceda89d0
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/dirs/usr/local/bin/entrypoint-jupyter-server
@@ -0,0 +1,19 @@
+#!/bin/bash
+
+set -e
+
+# Generate and execute the shell code to modifies shell variables to include
+# micromamba commands (e.g. using `micromamba activate` to activate environments)
+eval "$(micromamba shell hook --shell=bash)"
+
+# Activate conda environment 'base', where supervisord is installed
+micromamba activate base
+
+# Set up SAGEMAKER_APP_TYPE_LOWERCASE based on SAGEMAKER_APP_TYPE
+export SAGEMAKER_APP_TYPE_LOWERCASE=$(echo $SAGEMAKER_APP_TYPE | tr '[:upper:]' '[:lower:]')
+
+# Start supervisord with supervisord configuration
+# Since program 'jupyterlabserver' autostarts by default, it will be started
+# automatically along with supervisord
+mkdir -p $STUDIO_LOGGING_DIR/$SAGEMAKER_APP_TYPE_LOWERCASE/supervisord
+exec supervisord -c /etc/supervisor/conf.d/supervisord.conf -n
diff --git a/build_artifacts/v2/v2.2/v2.2.0/dirs/usr/local/bin/restart-jupyter-server b/build_artifacts/v2/v2.2/v2.2.0/dirs/usr/local/bin/restart-jupyter-server
new file mode 100755
index 00000000..6f2af98d
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/dirs/usr/local/bin/restart-jupyter-server
@@ -0,0 +1,6 @@
+#!/bin/bash
+set -e
+echo "Restarting the Jupyter server. This page should refresh in a few seconds. Note that any terminals will be closed."
+echo "If this page doesn't refresh after a few seconds, try reloading your browser window."
+echo "Restarting now..."
+nohup supervisorctl -c /etc/supervisor/conf.d/supervisord.conf restart jupyterlabserver > /dev/null 2>&1 &
diff --git a/build_artifacts/v2/v2.2/v2.2.0/dirs/usr/local/bin/start-code-editor b/build_artifacts/v2/v2.2/v2.2.0/dirs/usr/local/bin/start-code-editor
new file mode 100755
index 00000000..bc97106c
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/dirs/usr/local/bin/start-code-editor
@@ -0,0 +1,25 @@
+#!/bin/bash
+set -e
+
+eval "$(micromamba shell hook --shell=bash)"
+
+# Activate conda environment 'base', which is the default environment for sagemaker-distribution
+micromamba activate base
+
+# Start code-editor server
+if [ -n "$SAGEMAKER_APP_TYPE_LOWERCASE" ]; then
+  # SAGEMAKER_APP_TYPE is set, indicating the server is running within a SageMaker
+  # app. Configure the base url to be `/<app-type-in-lower-case>/default`.
+  sagemaker-code-editor --host 0.0.0.0 --port 8888 \
+    --without-connection-token \
+    --base-path "/$SAGEMAKER_APP_TYPE_LOWERCASE/default" \
+    --server-data-dir /opt/amazon/sagemaker/sagemaker-code-editor-server-data \
+    --extensions-dir /opt/amazon/sagemaker/sagemaker-code-editor-server-data/extensions \
+    --user-data-dir /opt/amazon/sagemaker/sagemaker-code-editor-user-data
+else
+  sagemaker-code-editor --host 0.0.0.0 --port 8888 \
+    --without-connection-token \
+    --server-data-dir /opt/amazon/sagemaker/sagemaker-code-editor-server-data \
+    --extension-dir /opt/amazon/sagemaker/sagemaker-code-editor-server-data/extensions \
+    --user-data-dir /opt/amazon/sagemaker/sagemaker-code-editor-user-data
+fi
diff --git a/build_artifacts/v2/v2.2/v2.2.0/dirs/usr/local/bin/start-jupyter-server b/build_artifacts/v2/v2.2/v2.2.0/dirs/usr/local/bin/start-jupyter-server
new file mode 100755
index 00000000..6ff4eac3
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/dirs/usr/local/bin/start-jupyter-server
@@ -0,0 +1,36 @@
+#!/bin/bash
+set -e
+
+eval "$(micromamba shell hook --shell=bash)"
+
+# Activate conda environment 'base', which is the default environment for Cosmos
+micromamba activate base
+
+# Start Jupyter server in rtc mode for shared spaces
+if [ -n "$SAGEMAKER_APP_TYPE_LOWERCASE" ] && [ "$SAGEMAKER_SPACE_TYPE_LOWERCASE" == "shared" ]; then
+  jupyter labextension enable @jupyter/collaboration-extension
+  # SAGEMAKER_APP_TYPE is set, indicating the server is running within a SageMaker
+  # app. Configure the base url to be `/<app-type-in-lower-case>/default`.
+  # SAGEMAKER_SPACE_TYPE_LOWERCASE flag is used to determine if the server should start
+  # in real-time-collaboration mode for a given space.
+  jupyter lab --ip 0.0.0.0 --port 8888 \
+    --ServerApp.base_url="/$SAGEMAKER_APP_TYPE_LOWERCASE/default" \
+    --ServerApp.token='' \
+    --ServerApp.allow_origin='*' \
+    --collaborative \
+    --ServerApp.identity_provider_class=sagemaker_jupyterlab_extension_common.identity.SagemakerIdentityProvider \
+    --YDocExtension.ystore_class=sagemaker_jupyterlab_extension_common.ydoc_override.ydoc.MySQLiteYStore
+
+# Start Jupyter server
+elif [ -n "$SAGEMAKER_APP_TYPE_LOWERCASE" ]; then
+  # SAGEMAKER_APP_TYPE is set, indicating the server is running within a SageMaker
+  # app. Configure the base url to be `/<app-type-in-lower-case>/default`.
+  jupyter lab --ip 0.0.0.0 --port 8888 \
+    --ServerApp.base_url="/$SAGEMAKER_APP_TYPE_LOWERCASE/default" \
+    --ServerApp.token='' \
+    --ServerApp.allow_origin='*'
+else
+  jupyter lab --ip 0.0.0.0 --port 8888 \
+    --ServerApp.token='' \
+    --ServerApp.allow_origin='*'
+fi
diff --git a/build_artifacts/v2/v2.2/v2.2.0/gpu.additional_packages_env.in b/build_artifacts/v2/v2.2/v2.2.0/gpu.additional_packages_env.in
new file mode 100644
index 00000000..3bf29b75
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/gpu.additional_packages_env.in
@@ -0,0 +1,2 @@
+#Add any additional packages here
+conda-forge::docker-cli[version='>=27.1.1']
\ No newline at end of file
diff --git a/build_artifacts/v2/v2.2/v2.2.0/gpu.arg_based_env.in b/build_artifacts/v2/v2.2/v2.2.0/gpu.arg_based_env.in
new file mode 100644
index 00000000..f4bd392f
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/gpu.arg_based_env.in
@@ -0,0 +1,6 @@
+conda-forge::cuda-compiler=$CUDA_MAJOR_MINOR_VERSION
+conda-forge::cuda-libraries=$CUDA_MAJOR_MINOR_VERSION
+conda-forge::cuda-libraries-dev=$CUDA_MAJOR_MINOR_VERSION
+conda-forge::cuda-nvml-dev=12.5.39
+conda-forge::cuda-command-line-tools=$CUDA_MAJOR_MINOR_VERSION
+conda-forge::gds-tools=1.10.0.4
diff --git a/build_artifacts/v2/v2.2/v2.2.0/gpu.env.in b/build_artifacts/v2/v2.2/v2.2.0/gpu.env.in
new file mode 100644
index 00000000..954e548e
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/gpu.env.in
@@ -0,0 +1,58 @@
+# This file is auto-generated.
+conda-forge::jupyter-activity-monitor-extension[version='>=0.3.1,<1.0.0']
+conda-forge::mlflow[version='>=2.17.0,<3.0.0']
+conda-forge::sagemaker-mlflow[version='>=0.1.0,<1.0.0']
+conda-forge::langchain-aws[version='>=0.1.18,<1.0.0']
+conda-forge::jupyter-collaboration[version='>=2.1.0,<3.0.0']
+conda-forge::sagemaker-code-editor[version='>=1.3.3,<2.0.0']
+conda-forge::amazon-sagemaker-jupyter-ai-q-developer[version='>=1.0.12,<2.0.0']
+conda-forge::amazon-q-developer-jupyterlab-ext[version='>=3.4.0,<4.0.0']
+conda-forge::amazon_sagemaker_sql_editor[version='>=0.1.12,<1.0.0']
+conda-forge::amazon-sagemaker-sql-magic[version='>=0.1.3,<1.0.0']
+conda-forge::langchain[version='>=0.2.16,<1.0.0']
+conda-forge::fastapi[version='>=0.115.2,<1.0.0']
+conda-forge::uvicorn[version='>=0.32.0,<1.0.0']
+conda-forge::pytorch[version='>=2.3.1,<3.0.0',build='*cuda12*']
+conda-forge::tensorflow[version='>=2.17.0,<3.0.0']
+conda-forge::python[version='>=3.11.10,<3.12.0']
+conda-forge::pip[version='>=24.2,<25.0.0']
+conda-forge::torchvision[version='>=0.18.1,<1.0.0',build='*cuda12*']
+conda-forge::numpy[version='>=1.26.4,<2.0.0']
+conda-forge::pandas[version='>=2.2.3,<3.0.0']
+conda-forge::scikit-learn[version='>=1.5.2,<2.0.0']
+conda-forge::jinja2[version='>=3.1.4,<4.0.0']
+conda-forge::matplotlib-base[version='>=3.9.2,<4.0.0']
+conda-forge::sagemaker-headless-execution-driver[version='>=0.0.13,<1.0.0']
+conda-forge::ipython[version='>=8.28.0,<9.0.0']
+conda-forge::scipy[version='>=1.14.1,<2.0.0']
+conda-forge::keras[version='>=3.6.0,<4.0.0']
+conda-forge::py-xgboost-gpu[version='>=2.1.1,<3.0.0']
+conda-forge::jupyterlab[version='>=4.2.5,<5.0.0']
+conda-forge::ipywidgets[version='>=8.1.5,<9.0.0']
+conda-forge::conda[version='>=24.9.2,<25.0.0']
+conda-forge::boto3[version='>=1.34.162,<2.0.0']
+conda-forge::sagemaker-python-sdk[version='>=2.227.0,<3.0.0']
+conda-forge::supervisor[version='>=4.2.5,<5.0.0']
+conda-forge::autogluon[version='>=1.1.1,<2.0.0']
+conda-forge::aws-glue-sessions[version='>=1.0.7,<2.0.0']
+conda-forge::sagemaker-kernel-wrapper[version='>=0.0.4,<1.0.0']
+conda-forge::jupyter-ai[version='>=2.25.0,<3.0.0']
+conda-forge::jupyter-scheduler[version='>=2.9.0,<3.0.0']
+conda-forge::jupyter-lsp[version='>=2.2.5,<3.0.0']
+conda-forge::jupyterlab-lsp[version='>=5.0.3,<6.0.0']
+conda-forge::python-lsp-server[version='>=1.12.0,<2.0.0']
+conda-forge::notebook[version='>=7.2.2,<8.0.0']
+conda-forge::altair[version='>=5.4.1,<6.0.0']
+conda-forge::sagemaker-studio-analytics-extension[version='>=0.1.2,<1.0.0']
+conda-forge::jupyter-dash[version='>=0.4.2,<1.0.0']
+conda-forge::sagemaker-jupyterlab-extension[version='>=0.3.2,<1.0.0']
+conda-forge::sagemaker-jupyterlab-emr-extension[version='>=0.3.3,<1.0.0']
+conda-forge::amazon-sagemaker-jupyter-scheduler[version='>=3.1.6,<4.0.0']
+conda-forge::jupyter-server-proxy[version='>=4.4.0,<5.0.0']
+conda-forge::jupyterlab-git[version='>=0.50.1,<1.0.0']
+conda-forge::pyhive[version='>=0.7.0,<1.0.0']
+conda-forge::python-gssapi[version='>=1.9.0,<2.0.0']
+conda-forge::tf-keras[version='>=2.17.0,<3.0.0']
+conda-forge::git-remote-codecommit[version='>=1.16,<2.0.0']
+conda-forge::sentencepiece[version='<=0.1.99']
+conda-forge::docker-cli[version='>=27.1.1']
diff --git a/build_artifacts/v2/v2.2/v2.2.0/gpu.env.out b/build_artifacts/v2/v2.2/v2.2.0/gpu.env.out
new file mode 100644
index 00000000..6752f4cf
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/gpu.env.out
@@ -0,0 +1,780 @@
+# This file may be used to create an environment using:
+# $ conda create --name <env> --file <this file>
+# platform: linux-64
+@EXPLICIT
+https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
+https://conda.anaconda.org/conda-forge/linux-64/llvm-openmp-19.1.3-h024ca30_0.conda#d36687dc90337917a84a96a45111ad59
+https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_kmp_llvm.tar.bz2#562b26ba2e19059551a811e72ab7f793
+https://conda.anaconda.org/conda-forge/linux-64/_py-xgboost-mutex-2.0-gpu_0.tar.bz2#7702188077361f43a4d61e64c694f850
+https://conda.anaconda.org/conda-forge/linux-64/libgcc-14.2.0-h77fa898_1.conda#3cb76c3f10d3bc7f1105b2fc9db984df
+https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-14.2.0-h69a702a_1.conda#e39480b9ca41323497b05492a63bc35b
+https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h4bc722e_7.conda#62ee74e96c5ebb0af99386de58cf9553
+https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.43-h712a8e2_2.conda#048b02e3962f066da18efe3a21b77672
+https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.6.4-h5888daf_0.conda#db833e03127376d461e1e13e76f09b6c
+https://conda.anaconda.org/conda-forge/linux-64/libffi-3.4.2-h7f98852_5.tar.bz2#d645c6d2ac96843a2bfaccd2d62b3ac3
+https://conda.anaconda.org/conda-forge/linux-64/libnsl-2.0.1-hd590300_0.conda#30fd6e37fe21f86f4bd26d6ee73eeec7
+https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.1-hb9d3cd8_2.conda#edb0dca6bc32e4f4789199455a1dbeb8
+https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.47.0-hadc24fc_1.conda#b6f02b52a174e612e89548f4663ce56a
+https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.38.1-h0b41bf4_0.conda#40b61aab5c7ba9ff276c41cfffe6b80b
+https://conda.anaconda.org/conda-forge/linux-64/libxcrypt-4.4.36-hd590300_1.conda#5aa797f8787fe7a17d1b0821485b5adc
+https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-he02047a_1.conda#70caf8bb6cf39a0b6b7efc885f51c0fe
+https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.8.30-hbcca054_0.conda#c27d1c142233b5bc9ca570c6e2e0c244
+https://conda.anaconda.org/conda-forge/linux-64/openssl-3.4.0-hb9d3cd8_0.conda#23cc74f77eb99315c0360ec3533147a9
+https://conda.anaconda.org/conda-forge/linux-64/readline-8.2-h8228510_1.conda#47d31b792659ce70f470b5c82fdfb7a4
+https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h4845f30_101.conda#d453b98d9c83e71da0741bb0ff4d76bc
+https://conda.anaconda.org/conda-forge/noarch/tzdata-2024b-hc8b5060_0.conda#8ac3367aafb1cc0a068483c580af8015
+https://conda.anaconda.org/conda-forge/linux-64/xz-5.2.6-h166bdaf_0.tar.bz2#2161070d867d1b1204ea749c8eec4ef0
+https://conda.anaconda.org/conda-forge/linux-64/python-3.11.10-hc5c86c4_3_cpython.conda#9e1ad55c87368e662177661a998feed5
+https://conda.anaconda.org/conda-forge/noarch/absl-py-2.1.0-pyhd8ed1ab_0.conda#035d1d58677c13ec93122d9eb6b8803b
+https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-14.2.0-hd5240d6_1.conda#9822b874ea29af082e5d36098d25427d
+https://conda.anaconda.org/conda-forge/linux-64/libgfortran-14.2.0-h69a702a_1.conda#f1fd30127802683586f768875127a987
+https://conda.anaconda.org/conda-forge/linux-64/libopenblas-0.3.28-pthreads_h94d23a6_1.conda#62857b389e42b36b686331bec0922050
+https://conda.anaconda.org/conda-forge/linux-64/libblas-3.9.0-25_linux64_openblas.conda#8ea26d42ca88ec5258802715fe1ee10b
+https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-25_linux64_openblas.conda#5dbd1b0fc0d01ec5e0e1fbe667281a11
+https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.9.0-25_linux64_openblas.conda#4dc03a53fc69371a6158d0ed37214cd3
+https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-14.2.0-hc0a3c3a_1.conda#234a5554c53625688d51062645337328
+https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-14.2.0-h4852527_1.conda#8371ac6457591af2cf6159439c1fd051
+https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.11-5_cp311.conda#139a8d40c8a2f430df31048949e450de
+https://conda.anaconda.org/conda-forge/linux-64/numpy-1.26.4-py311h64a7726_0.conda#a502d7aad449a1206efb366d6a12c52d
+https://conda.anaconda.org/conda-forge/noarch/packaging-24.2-pyhd8ed1ab_0.conda#c16469afe1ec91aaafcf4bea966c0465
+https://conda.anaconda.org/conda-forge/linux-64/psutil-5.9.8-py311h459d7ec_0.conda#9bc62d25dcf64eec484974a3123c9d57
+https://conda.anaconda.org/conda-forge/noarch/cuda-version-12.5-hd4f0392_3.conda#6ae1a563a4aa61e55e8ae8260f0d021b
+https://conda.anaconda.org/conda-forge/noarch/cuda-cudart_linux-64-12.5.82-h85509e4_0.conda#a3f000f20a89430de0cf3b9766ac9d09
+https://conda.anaconda.org/conda-forge/linux-64/cuda-cudart-12.5.82-he02047a_0.conda#18f0acc917af8611c714070a9a80465d
+https://conda.anaconda.org/conda-forge/linux-64/cuda-nvrtc-12.5.82-he02047a_0.conda#d16c4344c0e5c59db979c1a0558d425e
+https://conda.anaconda.org/conda-forge/linux-64/cuda-nvtx-12.5.82-he02047a_0.conda#530d17aecd81f28a9c3f074761fba450
+https://conda.anaconda.org/conda-forge/linux-64/libcublas-12.5.3.2-he02047a_0.conda#0a90d9671f8ca4cd6801130b35e1ecbd
+https://conda.anaconda.org/conda-forge/linux-64/cudnn-8.9.7.29-h092f7fd_3.conda#2242eab289d88f2f819f8aee5aa49823
+https://conda.anaconda.org/conda-forge/noarch/filelock-3.16.1-pyhd8ed1ab_0.conda#916f8ec5dd4128cd5f207a3c4c07b2c6
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diff --git a/build_artifacts/v2/v2.2/v2.2.0/patch_glue_pyspark.json b/build_artifacts/v2/v2.2/v2.2.0/patch_glue_pyspark.json
new file mode 100644
index 00000000..f92eee89
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/patch_glue_pyspark.json
@@ -0,0 +1,15 @@
+{
+  "argv": [
+    "/opt/conda/bin/python",
+    "-m",
+    "sagemaker_kernel_wrapper.sm_gis_wrapper",
+    "-m",
+    "aws_glue_interactive_sessions_kernel.glue_pyspark.GlueKernel",
+    "-f",
+    "{connection_file}"
+  ],
+  "display_name": "Glue PySpark",
+  "env": {"request_origin": "SageMakerStudioPySparkNotebook", "glue_version": "3.0"},
+  "language": "python"
+}
+
diff --git a/build_artifacts/v2/v2.2/v2.2.0/patch_glue_spark.json b/build_artifacts/v2/v2.2/v2.2.0/patch_glue_spark.json
new file mode 100644
index 00000000..1bd168e7
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/patch_glue_spark.json
@@ -0,0 +1,15 @@
+{
+  "argv": [
+    "/opt/conda/bin/python",
+    "-m",
+    "sagemaker_kernel_wrapper.sm_gis_wrapper",
+    "-m",
+    "aws_glue_interactive_sessions_kernel.glue_spark.GlueKernel",
+    "-f",
+    "{connection_file}"
+  ],
+  "display_name": "Glue Spark",
+  "env": {"request_origin": "SageMakerStudioSparkNotebook", "glue_version": "3.0"},
+  "language": "python"
+}
+
diff --git a/build_artifacts/v2/v2.2/v2.2.0/source-version.txt b/build_artifacts/v2/v2.2/v2.2.0/source-version.txt
new file mode 100644
index 00000000..50aea0e7
--- /dev/null
+++ b/build_artifacts/v2/v2.2/v2.2.0/source-version.txt
@@ -0,0 +1 @@
+2.1.0
\ No newline at end of file
diff --git a/template/v1/dirs/etc/code-editor/extensions.txt b/template/v1/dirs/etc/code-editor/extensions.txt
index c167873c..29d683eb 100644
--- a/template/v1/dirs/etc/code-editor/extensions.txt
+++ b/template/v1/dirs/etc/code-editor/extensions.txt
@@ -1,3 +1,3 @@
-https://open-vsx.org/api/ms-toolsai/jupyter/2024.9.1/file/ms-toolsai.jupyter-2024.9.1.vsix
-https://open-vsx.org/api/ms-python/python/2024.16.1/file/ms-python.python-2024.16.1.vsix
+https://open-vsx.org/api/ms-toolsai/jupyter/2023.9.100/file/ms-toolsai.jupyter-2023.9.100.vsix
+https://open-vsx.org/api/ms-python/python/2023.20.0/file/ms-python.python-2023.20.0.vsix
 https://open-vsx.org/api/amazonwebservices/aws-toolkit-vscode/1.99.0/file/amazonwebservices.aws-toolkit-vscode-1.99.0.vsix
diff --git a/template/v2/dirs/etc/code-editor/extensions.txt b/template/v2/dirs/etc/code-editor/extensions.txt
index d03ace6c..fa81725c 100644
--- a/template/v2/dirs/etc/code-editor/extensions.txt
+++ b/template/v2/dirs/etc/code-editor/extensions.txt
@@ -1,4 +1,4 @@
-https://open-vsx.org/api/ms-toolsai/jupyter/2024.9.1/file/ms-toolsai.jupyter-2024.9.1.vsix
-https://open-vsx.org/api/ms-python/python/2024.16.1/file/ms-python.python-2024.16.1.vsix
+https://open-vsx.org/api/ms-toolsai/jupyter/2023.9.100/file/ms-toolsai.jupyter-2023.9.100.vsix
+https://open-vsx.org/api/ms-python/python/2023.20.0/file/ms-python.python-2023.20.0.vsix
 https://open-vsx.org/api/amazonwebservices/aws-toolkit-vscode/3.30.0/file/amazonwebservices.aws-toolkit-vscode-3.30.0.vsix
 https://open-vsx.org/api/amazonwebservices/amazon-q-vscode/1.32.0/file/amazonwebservices.amazon-q-vscode-1.32.0.vsix
diff --git a/template/v3/dirs/etc/code-editor/extensions.txt b/template/v3/dirs/etc/code-editor/extensions.txt
index d03ace6c..fa81725c 100644
--- a/template/v3/dirs/etc/code-editor/extensions.txt
+++ b/template/v3/dirs/etc/code-editor/extensions.txt
@@ -1,4 +1,4 @@
-https://open-vsx.org/api/ms-toolsai/jupyter/2024.9.1/file/ms-toolsai.jupyter-2024.9.1.vsix
-https://open-vsx.org/api/ms-python/python/2024.16.1/file/ms-python.python-2024.16.1.vsix
+https://open-vsx.org/api/ms-toolsai/jupyter/2023.9.100/file/ms-toolsai.jupyter-2023.9.100.vsix
+https://open-vsx.org/api/ms-python/python/2023.20.0/file/ms-python.python-2023.20.0.vsix
 https://open-vsx.org/api/amazonwebservices/aws-toolkit-vscode/3.30.0/file/amazonwebservices.aws-toolkit-vscode-3.30.0.vsix
 https://open-vsx.org/api/amazonwebservices/amazon-q-vscode/1.32.0/file/amazonwebservices.amazon-q-vscode-1.32.0.vsix
diff --git a/test/test_artifacts/v2/docker-cli.test.Dockerfile b/test/test_artifacts/v2/docker-cli.test.Dockerfile
new file mode 100644
index 00000000..ee4c00db
--- /dev/null
+++ b/test/test_artifacts/v2/docker-cli.test.Dockerfile
@@ -0,0 +1,9 @@
+ARG SAGEMAKER_DISTRIBUTION_IMAGE
+FROM $SAGEMAKER_DISTRIBUTION_IMAGE
+
+ARG MAMBA_DOCKERFILE_ACTIVATE=1
+
+COPY --chown=$MAMBA_USER:$MAMBA_USER scripts/run_docker_cli_tests.sh ./
+RUN chmod +x run_docker_cli_tests.sh
+
+CMD ["./run_docker_cli_tests.sh"]
\ No newline at end of file
diff --git a/test/test_artifacts/v2/scripts/run_docker_cli_tests.sh b/test/test_artifacts/v2/scripts/run_docker_cli_tests.sh
new file mode 100644
index 00000000..4cb738be
--- /dev/null
+++ b/test/test_artifacts/v2/scripts/run_docker_cli_tests.sh
@@ -0,0 +1,24 @@
+#!/bin/bash
+# Function to check if Docker CLI is installed
+function check_docker_installed {
+    if ! command -v docker &> /dev/null; then
+        echo "Docker CLI is not installed."
+        exit 1
+    else
+        echo "Docker CLI is installed."
+    fi
+}
+# Function to validate Docker can execute basic commands
+function check_docker_functionality {
+    # Try running a simple Docker command
+    if docker --version &> /dev/null; then
+        echo "Docker CLI is functioning correctly."
+    else
+        echo "Docker CLI is not functioning correctly."
+        exit 1
+    fi
+}
+# Run the checks
+check_docker_installed
+check_docker_functionality
+echo "Docker CLI validation successful."
\ No newline at end of file
diff --git a/test/test_dockerfile_based_harness.py b/test/test_dockerfile_based_harness.py
index 4c605d58..e23b40a7 100644
--- a/test/test_dockerfile_based_harness.py
+++ b/test/test_dockerfile_based_harness.py
@@ -47,6 +47,7 @@
         ("langchain-aws.test.Dockerfile", ["langchain-aws"]),
         ("mlflow.test.Dockerfile", ["mlflow"]),
         ("jupyter-activity-monitor-extension.test.Dockerfile", ["jupyter-activity-monitor-extension"]),
+        ("docker-cli.test.Dockerfile", ["docker-cli"]),
     ],
 )
 def test_dockerfiles_for_cpu(
@@ -91,6 +92,7 @@ def test_dockerfiles_for_cpu(
         ("sagemaker-mlflow.test.Dockerfile", ["sagemaker-mlflow"]),
         ("jupyter-activity-monitor-extension.test.Dockerfile", ["jupyter-activity-monitor-extension"]),
         ("gpu-dependencies.test.Dockerfile", ["pytorch", "tensorflow"]),
+        ("docker-cli.test.Dockerfile", ["docker-cli"]),
     ],
 )
 def test_dockerfiles_for_gpu(