diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 86e8ba51..0b2d94e0 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -1,38 +1,68 @@
 ---
 name: CI
 
-on: [push, pull_request]
+on: [push, pull_request, workflow_dispatch]
 
 permissions:
-  contents: read
+  contents: write
 
 jobs:
-  distros:
-    name: "Ubuntu with Python ${{ matrix.python-version }}"
-    runs-on: "ubuntu-20.04"
+  build:
+    name: "${{ matrix.os }} with Python ${{ matrix.python-version }}"
+    runs-on: ${{ matrix.os }}
     strategy:
       fail-fast: false
       matrix:
-        python-version: ["3.6", "3.7", "3.8", "3.9", "3.10", "3.11", "pypy3"]
+        python-version: ["cp310", "cp311", "pp310"]
+        os: ["ubuntu-latest", "macos-latest"]
     steps:
       - name: Checkout
-        uses: "actions/checkout@v2"
+        uses: "actions/checkout@v3"
       - name: Install apt dependencies
         run: |
           set -ex
           sudo apt update
           sudo apt install -y ldap-utils slapd enchant-2 libldap2-dev libsasl2-dev apparmor-utils
+        if: runner.os == 'Linux'
       - name: Disable AppArmor
         run: sudo aa-disable /usr/sbin/slapd
-      - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v2
+        if: runner.os == 'Linux'
+      - name: Set up QEMU for multi-arch build
+        # Check https://github.com/docker/setup-qemu-action for newer versions.
+        uses: docker/setup-qemu-action@v2
+        if: runner.os == 'Linux'
         with:
-          python-version: ${{ matrix.python-version }}
-      - name: "Install Python dependencies"
-        run: |
-          set -xe
-          python -V
-          python -m pip install --upgrade pip setuptools
-          python -m pip install --upgrade tox tox-gh-actions
-      - name: "Test tox with Python ${{ matrix.python-version }}"
-        run: "python -m tox"
+          # Note: 6.2.0 is buggy: make sure to avoid it.
+          # See https://github.com/pypa/cibuildwheel/issues/1250
+          image: tonistiigi/binfmt:qemu-v7.0.0
+      - name: Build wheels
+        uses: pypa/cibuildwheel@v2.14.1
+        env:
+          CIBW_MANYLINUX_X86_64_IMAGE: manylinux2014
+          CIBW_MANYLINUX_AARCH64_IMAGE: manylinux2014
+          CIBW_BUILD: ${{matrix.python-version}}-*
+          CIBW_SKIP: "*musllinux*"
+          CIBW_ARCHS_LINUX: x86_64 aarch64
+          CIBW_ARCHS_MACOS: x86_64 arm64 universal2
+          CIBW_BEFORE_ALL_LINUX: >-
+            yum -y groupinstall "Development tools"
+            && yum -y install openldap-devel python-devel
+      - name: Upload a Build Artifact
+        uses: actions/upload-artifact@v3
+        with:
+          # A file, directory or wildcard pattern that describes what to upload
+          path: wheelhouse/*.whl
+  release:
+    name: "Release"
+    needs: build
+    runs-on: ubuntu-latest
+    steps:
+      - name: Download Artifacts
+        # will download and upack all files from the default artifact named 'artifact'
+        uses: actions/download-artifact@v3
+      - name: GH Release
+        uses: softprops/action-gh-release@v0.1.15
+        with:
+          tag_name: latest
+          files: |
+            artifact/*.whl