diff --git a/.github/workflows/macos-macports-wheels-build.yml b/.github/workflows/macos-macports-wheels-build.yml
index 4af8143503..771477f032 100644
--- a/.github/workflows/macos-macports-wheels-build.yml
+++ b/.github/workflows/macos-macports-wheels-build.yml
@@ -2,14 +2,23 @@ name: macos-macports-wheels-build
 on: [push, pull_request]
 jobs:
   macos:
-    name: Talipot Python wheels build on macOS
-    runs-on: macos-12
+    name: ${{ matrix.config.name }}
+    runs-on: ${{ matrix.config.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        config:
+          - name: Talipot wheels build on macOS x86_64
+            os: macos-12
+          - name: Talipot wheels build on macOS arm64
+            os: macos-14
     env:
       CLANG_VERSION: 16
       MACOSX_DEPLOYMENT_TARGET: "12.0"
       TWINE_REPOSITORY: https://test.pypi.org/legacy/
       TWINE_USERNAME: __token__
       TWINE_PASSWORD: ${{ secrets.TEST_PYPI_API_TOKEN }}
+
     steps:
       - name: Cancel Previous Runs
         uses: styfle/cancel-workflow-action@0.12.1
@@ -77,11 +86,14 @@ jobs:
           graphviz
       - name: Install Python versions to build wheels against
         run: |
-          curl -LO https://www.python.org/ftp/python/3.9.0/python-3.9.0-macosx10.9.pkg
-          sudo installer -pkg python-3.9.0-macosx10.9.pkg -target /
-          sudo /Library/Frameworks/Python.framework/Versions/3.9/bin/pip3 install wheel
-          curl -LO https://www.python.org/ftp/python/3.10.0/python-3.10.0post2-macos11.pkg
-          sudo installer -pkg python-3.10.0post2-macos11.pkg -target /
+          os_ver=$(sw_vers -productVersion | cut -c1-2)
+          if [[ $os_ver -lt 13 ]]; then
+            curl -LO https://www.python.org/ftp/python/3.9.0/python-3.9.0-macosx10.9.pkg
+            sudo installer -pkg python-3.9.0-macosx10.9.pkg -target /
+            sudo /Library/Frameworks/Python.framework/Versions/3.9/bin/pip3 install wheel
+          fi
+          curl -LO https://www.python.org/ftp/python/3.10.10/python-3.10.10-macos11.pkg
+          sudo installer -pkg python-3.10.10-macos11.pkg -target /
           sudo /Library/Frameworks/Python.framework/Versions/3.10/bin/pip3 install wheel
           curl -LO https://www.python.org/ftp/python/3.11.0/python-3.11.0-macos11.pkg
           sudo installer -pkg python-3.11.0-macos11.pkg -target /
@@ -97,7 +109,13 @@ jobs:
       - name: Build Talipot Python wheels
         working-directory: ./build
         run: |
-          for py3Version in 3.9 3.10 3.11 3.12 3.13
+          os_ver=$(sw_vers -productVersion | cut -c1-2)
+          if [[ $os_ver -lt 13 ]]; then
+            py3Versions="3.9 3.10 3.11 3.12 3.13"
+          else
+            py3Versions="3.10 3.11 3.12 3.13"
+          fi
+          for py3Version in $py3Versions
           do
             rm -f CMakeCache.txt || true
             sudo /Library/Frameworks/Python.framework/Versions/$py3Version/bin/pip3 install sip
@@ -120,6 +138,7 @@ jobs:
       - name: Test uploaded wheels in clean environment
         if: github.ref == 'refs/tags/dev-latest'
         run: |
+          os_ver=$(sw_vers -productVersion | cut -c1-2)
           sudo port -N -f uninstall \
             cmake \
             clang-${CLANG_VERSION} \
@@ -140,9 +159,11 @@ jobs:
             python313 \
             py313-pip
 
-          sudo pip-3.9 install --index-url https://test.pypi.org/simple/ talipot
-          python3.9 -c "from talipot import tlp; print(tlp.getLayoutAlgorithmPluginsList())"
-          python3.9 -c "from talipot import tlp; print(tlp.getImportPluginsList())"
+          if [[ $os_ver -lt 13 ]]; then
+            sudo pip-3.9 install --index-url https://test.pypi.org/simple/ talipot
+            python3.9 -c "from talipot import tlp; print(tlp.getLayoutAlgorithmPluginsList())"
+            python3.9 -c "from talipot import tlp; print(tlp.getImportPluginsList())"
+          fi
 
           sudo pip-3.10 install --index-url https://test.pypi.org/simple/ talipot
           python3.10 -c "from talipot import tlp; print(tlp.getLayoutAlgorithmPluginsList())"
diff --git a/library/talipot-python/bindings/talipot-core/packaging/setup.py.in b/library/talipot-python/bindings/talipot-core/packaging/setup.py.in
index 2988f43461..93364f96ad 100644
--- a/library/talipot-python/bindings/talipot-core/packaging/setup.py.in
+++ b/library/talipot-python/bindings/talipot-core/packaging/setup.py.in
@@ -11,6 +11,9 @@ import subprocess
 import sys
 import shutil
 
+from wheel.bdist_wheel import bdist_wheel
+from wheel._bdist_wheel get_platform
+
 # On MacOS, we need to relink dylibs and set correct rpaths in
 # order for the modules to be imported in a portable way when
 # distributed through pip
@@ -111,6 +114,17 @@ elif platform.system() == 'Linux':
     talipot_native_libs = ['native/*.so*', 'native/plugins/*.so',
                            'native/graphviz/*.so']
 
+
+class CustomWheel(bdist_wheel):
+    """Override platform tags when building a wheel."""
+
+    def finalize_options(self):
+        platform_name = get_platform("_")
+        if "universal2" in platform_name:
+            self.plat_name = platform_name.replace("universal2", platform.uname().machine)
+
+
+
 here = path.abspath(path.dirname(__file__))
 
 with open(path.join(here, 'README.rst'), encoding='utf-8') as f:
@@ -183,4 +197,5 @@ setup(
 
     include_package_data=True,
     distclass=BinaryDistribution,
+    cmdclass={"bdist_wheel": CustomWheel},
 )