diff --git a/.github/workflows/build-wheels-m1.yml b/.github/workflows/build-wheels-m1.yml
new file mode 100644
index 000000000..c3c65bbb1
--- /dev/null
+++ b/.github/workflows/build-wheels-m1.yml
@@ -0,0 +1,42 @@
+name: Build M1 Wheels
+
+on:
+  pull_request:
+  push:
+    branches:
+      - nightly
+      - main
+      - release/*
+    tags:
+        # NOTE: Binary build pipelines should only get triggered on release candidate builds
+        # Release candidate tags look like: v1.11.0-rc1
+        - v[0-9]+.[0-9]+.[0-9]+-rc[0-9]+
+  workflow_dispatch:
+
+jobs:
+  generate-matrix:
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    with:
+      package-type: wheel
+      os: macos-arm64
+      test-infra-repository: pytorch/test-infra
+      test-infra-ref: main
+  build:
+    needs: generate-matrix
+    name: pytorch-labs/tensordict
+    uses: pytorch/test-infra/.github/workflows/build_wheels_macos.yml@main
+    with:
+      repository: pytorch-labs/tensordict
+      ref: ""
+      test-infra-repository: pytorch/test-infra
+      test-infra-ref: main
+      build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
+#      pre-script: .github/scripts/pre_build_script_m1.sh
+      post-script: ""
+      package-name: tensordict
+      runner-type: macos-m1-12
+      smoke-test-script: ""
+      trigger-event: ${{ github.event_name }}
+    secrets:
+      AWS_PYTORCH_UPLOADER_ACCESS_KEY_ID: ${{ secrets.AWS_PYTORCH_UPLOADER_ACCESS_KEY_ID }}
+      AWS_PYTORCH_UPLOADER_SECRET_ACCESS_KEY: ${{ secrets.AWS_PYTORCH_UPLOADER_SECRET_ACCESS_KEY }}
diff --git a/.github/workflows/nightly_build.yml b/.github/workflows/nightly_build.yml
index c45f15d42..fa2ac79d2 100644
--- a/.github/workflows/nightly_build.yml
+++ b/.github/workflows/nightly_build.yml
@@ -148,6 +148,87 @@ jobs:
           pytest test/smoke_test.py -v --durations 200
           exit $EXIT_STATUS
 
+  build-wheel-mac-m1:
+    # Don't run on forked repos.
+    if: github.repository_owner == 'pytorch-labs'
+    runs-on: osx-arm64
+    strategy:
+      matrix:
+        python_version: [["3.8", "3.8"], ["3.9", "3.9"], ["3.10", "3.10.3"], ["3.11", "3.11"]]
+    steps:
+      - name: Setup Python
+        uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python_version[1] }}
+          architecture: x64
+      - name: Checkout tensordict
+        uses: actions/checkout@v2
+      - name: Install PyTorch nightly
+        run: |
+          python3 -mpip install --pre torch --extra-index-url https://download.pytorch.org/whl/nightly/cpu
+      - name: Build tensordict Nightly
+        run: |
+          rm -r dist || true
+          export CC=clang CXX=clang++
+          python3 -mpip install wheel
+          python3 setup.py bdist_wheel \
+            --package_name tensordict-nightly \
+            --python-tag=${{ matrix.python-tag }}
+      - name: Upload wheel for the test-wheel job
+        uses: actions/upload-artifact@v2
+        with:
+          name: tensordict-mac-${{ matrix.python_version[0] }}.whl
+          path: dist/*.whl
+
+  test-wheel-mac-m1:
+    # Don't run on forked repos.
+    if: github.repository_owner == 'pytorch-labs'
+    needs: build-wheel-mac
+    runs-on: osx-arm64
+    strategy:
+      matrix:
+        python_version: [["3.8", "3.8"], ["3.9", "3.9"], ["3.10", "3.10.3"], ["3.11", "3.11"]]
+    steps:
+      - name: Setup Python
+        uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python_version[1] }}
+          architecture: x64
+      - name: Checkout tensordict
+        uses: actions/checkout@v2
+      - name: Install PyTorch Nightly
+        run: |
+          python3 -mpip install --pre torch --extra-index-url https://download.pytorch.org/whl/nightly/cpu
+      - name: Upgrade pip
+        run: |
+          python3 -mpip install --upgrade pip
+      - name: Install test dependencies
+        run: |
+          python3 -mpip install numpy pytest --no-cache-dir
+      - name: Download built wheels
+        uses: actions/download-artifact@v2
+        with:
+          name: tensordict-mac-${{ matrix.python_version[0] }}.whl
+          path: /tmp/wheels
+      - name: Install built wheels
+        run: |
+          python3 -mpip install /tmp/wheels/*
+      - name: Log version string
+        run: |
+          # Avoid ambiguity of "import tensordict" by deleting the source files.
+          rm -rf tensordict/
+          python3 -c "import tensordict; print(tensordict.__version__)"
+      - name: Run tests
+        run: |
+          set -e
+          export IN_CI=1
+          mkdir test-reports
+          python -m torch.utils.collect_env
+          python -c "import tensordict; print(tensordict.__version__);from tensordict.nn import TensorDictModule"
+          EXIT_STATUS=0
+          pytest test/smoke_test.py -v --durations 200
+          exit $EXIT_STATUS
+
   upload-wheel-linux:
     # Don't run on forked repos.
     if: github.repository_owner == 'pytorch-labs'