diff --git a/.github/workflows/wheels.yml b/.github/workflows/wheels.yml
index 5e1adea54..841c1fc50 100644
--- a/.github/workflows/wheels.yml
+++ b/.github/workflows/wheels.yml
@@ -13,14 +13,14 @@ jobs:
     container: pytorch/manylinux-cpu
     strategy:
       matrix:
-        python_abi: [ "cp37-cp37m", "cp38-cp38", "cp39-cp39" ]
+        python_abi: [ "cp37-cp37m", "cp38-cp38", "cp39-cp39", "cp310-cp310" ]
     steps:
       - name: Checkout functorch
         uses: actions/checkout@v2
       - name: Install PyTorch 1.11 RC
         run: |
           export PATH="/opt/python/${{ matrix.python_abi }}/bin:$PATH"
-          python3 -mpip install --pre torch==1.11.0 -f https://download.pytorch.org/whl/test/cpu/torch_test.html --upgrade
+          python3 -mpip install torch==1.11.0
       - name: Build wheel
         run: |
           export PATH="/opt/python/${{ matrix.python_abi }}/bin:$PATH"
@@ -37,7 +37,7 @@ jobs:
     runs-on: macos-latest
     strategy:
       matrix:
-        python_version: [ "3.7", "3.8", "3.9" ]
+        python_version: [ "3.7", "3.8", "3.9", "3.10" ]
     steps:
       - name: Setup Python
         uses: actions/setup-python@v2
@@ -48,7 +48,7 @@ jobs:
         uses: actions/checkout@v2
       - name: Install PyTorch 1.11 RC
         run: |
-          python3 -mpip install --pre torch==1.11.0 -f https://download.pytorch.org/whl/test/cpu/torch_test.html --upgrade
+          python3 -mpip install torch==1.11.0
       - name: Build wheel
         run: |
           export CC=clang CXX=clang++