diff --git a/.github/workflows/build-manywheel-images.yml b/.github/workflows/build-manywheel-images.yml
index a599635f8..a6cabf7de 100644
--- a/.github/workflows/build-manywheel-images.yml
+++ b/.github/workflows/build-manywheel-images.yml
@@ -13,6 +13,7 @@ on:
       - .github/workflows/build-manywheel-images.yml
       - manywheel/Dockerfile
       - manywheel/Dockerfile_aarch64
+      - manywheel/Dockerfile_2_28_aarch64
       - manywheel/Dockerfile_cuda_aarch64
       - manywheel/Dockerfile_cxx11-abi
       - manywheel/build_docker.sh
@@ -22,6 +23,7 @@ on:
       - .github/workflows/build-manywheel-images.yml
       - manywheel/Dockerfile
       - manywheel/Dockerfile_aarch64
+      - manywheel/Dockerfile_2_28_aarch64
       - manywheel/Dockerfile_cuda_aarch64
       - manywheel/Dockerfile_cxx11-abi
       - 'common/*'
@@ -122,6 +124,21 @@ jobs:
       - name: Build Docker Image
         run: |
           manywheel/build_docker.sh
+  build-docker-cpu-aarch64-2_28:
+    runs-on: linux.arm64.2xlarge
+    env:
+      GPU_ARCH_TYPE: cpu-aarch64-2_28
+    steps:
+      - name: Checkout PyTorch
+        uses: actions/checkout@v3
+      - name: Authenticate if WITH_PUSH
+        run: |
+          if [[ "${WITH_PUSH}" == true ]]; then
+            echo "${DOCKER_TOKEN}" | docker login -u "${DOCKER_ID}" --password-stdin
+          fi
+      - name: Build Docker Image
+        run: |
+          manywheel/build_docker.sh
   build-docker-cpu-cxx11-abi:
     runs-on: ubuntu-22.04
     env:
diff --git a/manywheel/Dockerfile_2_28_aarch64 b/manywheel/Dockerfile_2_28_aarch64
new file mode 100644
index 000000000..222d261ef
--- /dev/null
+++ b/manywheel/Dockerfile_2_28_aarch64
@@ -0,0 +1,56 @@
+FROM quay.io/pypa/manylinux_2_28_aarch64 as base
+
+# Graviton needs GCC 10 or above for the build. GCC12 is the default version in almalinux-8.
+ARG GCCTOOLSET_VERSION=11
+
+# Language variabes
+ENV LC_ALL=en_US.UTF-8
+ENV LANG=en_US.UTF-8
+ENV LANGUAGE=en_US.UTF-8
+
+# Installed needed OS packages. This is to support all
+# the binary builds (torch, vision, audio, text, data)
+RUN yum -y install epel-release
+RUN yum -y update
+RUN yum install -y \
+  autoconf \
+  automake \
+  bison \
+  bzip2 \
+  curl \
+  diffutils \
+  file \
+  git \
+  less \
+  libffi-devel \
+  libgomp \
+  make \
+  openssl-devel \
+  patch \
+  perl \
+  unzip \
+  util-linux \
+  wget \
+  which \
+  xz \
+  yasm \
+  zstd \
+  gcc-toolset-${GCCTOOLSET_VERSION}-toolchain
+
+# Ensure the expected devtoolset is used
+ENV PATH=/opt/rh/gcc-toolset-${GCCTOOLSET_VERSION}/root/usr/bin:$PATH
+ENV LD_LIBRARY_PATH=/opt/rh/gcc-toolset-${GCCTOOLSET_VERSION}/root/usr/lib64:/opt/rh/gcc-toolset-${GCCTOOLSET_VERSION}/root/usr/lib:$LD_LIBRARY_PATH
+
+# git236+ would refuse to run git commands in repos owned by other users
+# Which causes version check to fail, as pytorch repo is bind-mounted into the image
+# Override this behaviour by treating every folder as safe
+# For more details see https://github.com/pytorch/pytorch/issues/78659#issuecomment-1144107327
+RUN git config --global --add safe.directory "*"
+
+FROM base as final
+
+# remove unncessary python versions
+RUN rm -rf /opt/python/cp26-cp26m /opt/_internal/cpython-2.6.9-ucs2
+RUN rm -rf /opt/python/cp26-cp26mu /opt/_internal/cpython-2.6.9-ucs4
+RUN rm -rf /opt/python/cp33-cp33m /opt/_internal/cpython-3.3.6
+RUN rm -rf /opt/python/cp34-cp34m /opt/_internal/cpython-3.4.6
diff --git a/manywheel/build_docker.sh b/manywheel/build_docker.sh
index 4d3816588..d6d927443 100755
--- a/manywheel/build_docker.sh
+++ b/manywheel/build_docker.sh
@@ -28,6 +28,14 @@ case ${GPU_ARCH_TYPE} in
         DOCKER_GPU_BUILD_ARG=" --build-arg DEVTOOLSET_VERSION=10"
         MANY_LINUX_VERSION="aarch64"
         ;;
+    cpu-aarch64-2_28)
+        TARGET=final
+        DOCKER_TAG=cpu-aarch64
+        LEGACY_DOCKER_IMAGE=${DOCKER_REGISTRY}/pytorch/manylinux_2_28-cpu-aarch64
+        GPU_IMAGE=arm64v8/almalinux:8
+        DOCKER_GPU_BUILD_ARG=" --build-arg DEVTOOLSET_VERSION=11"
+        MANY_LINUX_VERSION="2_28_aarch64"
+        ;;
     cpu-cxx11-abi)
         TARGET=final
         DOCKER_TAG=cpu-cxx11-abi