diff --git a/.github/workflows/build_ffmpeg.yaml b/.github/workflows/build_ffmpeg.yaml
index 4d6a2286..a8190b61 100644
--- a/.github/workflows/build_ffmpeg.yaml
+++ b/.github/workflows/build_ffmpeg.yaml
@@ -28,7 +28,7 @@ jobs:
       fail-fast: false
       matrix:
         ffmpeg-version: ["4.4.4", "5.1.4", "6.1.1", "7.0.1"]
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.7-torchcodec
     permissions:
       id-token: write
       contents: read
@@ -53,7 +53,7 @@ jobs:
       fail-fast: false
       matrix:
         ffmpeg-version: ["4.4.4", "5.1.4", "6.1.1", "7.0.1"]
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.7-torchcodec
     with:
       job-name: Build
       upload-artifact: ffmpeg-lgpl-macos-${{ matrix.ffmpeg-version }}
diff --git a/.github/workflows/docs.yaml b/.github/workflows/docs.yaml
index 60bfbfa2..5c09d6f1 100644
--- a/.github/workflows/docs.yaml
+++ b/.github/workflows/docs.yaml
@@ -15,12 +15,12 @@ defaults:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.7-torchcodec
     with:
       package-type: wheel
       os: linux
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.7-torchcodec
       with-cpu: disable
       with-xpu: disable
       with-rocm: disable
@@ -31,12 +31,12 @@ jobs:
     strategy:
       fail-fast: false
     name: Build and Upload wheel
-    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@release/2.7-torchcodec
     with:
       repository: pytorch/torchcodec
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.7-torchcodec
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       pre-script: packaging/pre_build_script.sh
       post-script: packaging/post_build_script.sh
@@ -73,7 +73,7 @@ jobs:
           name: pytorch_torchcodec__${{ matrix.python-version }}_cu${{ env.cuda_version_without_periods }}_x86_64
           path: pytorch/torchcodec/dist/
       - name: Setup miniconda using test-infra
-        uses: pytorch/test-infra/.github/actions/setup-miniconda@main
+        uses: pytorch/test-infra/.github/actions/setup-miniconda@release/2.7-torchcodec
         with:
           python-version: ${{ matrix.python-version }}
           # We install conda packages at the start because otherwise conda may have conflicts with dependencies.
@@ -91,7 +91,7 @@ jobs:
         run: ${CONDA_RUN} python -m pip install --upgrade pip
       - name: Install PyTorch
         run: |
-          ${CONDA_RUN} python -m pip install --pre torch torchvision --index-url https://download.pytorch.org/whl/nightly/cu${{ env.cuda_version_without_periods }}
+          ${CONDA_RUN} python -m pip install torch torchvision --index-url https://download.pytorch.org/whl/cu${{ env.cuda_version_without_periods }}
           ${CONDA_RUN} python -c 'import torch; print(f"{torch.__version__}"); print(f"{torch.__file__}"); print(f"{torch.cuda.is_available()=}")'
       - name: Install torchcodec from the wheel
         run: |
diff --git a/.github/workflows/linux_cuda_wheel.yaml b/.github/workflows/linux_cuda_wheel.yaml
index bd57cac5..d270052e 100644
--- a/.github/workflows/linux_cuda_wheel.yaml
+++ b/.github/workflows/linux_cuda_wheel.yaml
@@ -25,12 +25,12 @@ defaults:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.7-torchcodec
     with:
       package-type: wheel
       os: linux
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.7-torchcodec
       with-cpu: disable
       with-xpu: disable
       with-rocm: disable
@@ -41,12 +41,12 @@ jobs:
     strategy:
       fail-fast: false
     name: Build and Upload wheel
-    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@release/2.7-torchcodec
     with:
       repository: pytorch/torchcodec
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.7-torchcodec
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       pre-script: packaging/pre_build_script.sh
       post-script: packaging/post_build_script.sh
@@ -66,10 +66,10 @@ jobs:
           # PR.
           # For the actual release we should add that label and change this to
           # include more python versions.
-        python-version: ['3.9']
+        python-version: ['3.9', '3.10', '3.11', '3.12', '3.13']
         cuda-version: ['12.6', '12.8']
         # TODO: put back ffmpeg 5 https://github.com/pytorch/torchcodec/issues/325
-        ffmpeg-version-for-tests: ['4.4.2', '6', '7']
+        ffmpeg-version-for-tests: ['4.4.2', '5', '6', '7']
 
     container:
       image: "pytorch/manylinux2_28-builder:cuda${{ matrix.cuda-version }}"
@@ -87,7 +87,7 @@ jobs:
           name: pytorch_torchcodec__${{ matrix.python-version }}_cu${{ env.cuda_version_without_periods }}_x86_64
           path: pytorch/torchcodec/dist/
       - name: Setup miniconda using test-infra
-        uses: pytorch/test-infra/.github/actions/setup-miniconda@main
+        uses: pytorch/test-infra/.github/actions/setup-miniconda@release/2.7-torchcodec
         with:
           python-version: ${{ matrix.python-version }}
           # We install conda packages at the start because otherwise conda may have conflicts with dependencies.
@@ -105,7 +105,7 @@ jobs:
         run: ${CONDA_RUN} python -m pip install --upgrade pip
       - name: Install PyTorch
         run: |
-          ${CONDA_RUN} python -m pip install --pre torch torchvision --index-url https://download.pytorch.org/whl/nightly/cu${{ env.cuda_version_without_periods }}
+          ${CONDA_RUN} python -m pip install torch torchvision --index-url https://download.pytorch.org/whl/cu${{ env.cuda_version_without_periods }}
           ${CONDA_RUN} python -c 'import torch; print(f"{torch.__version__}"); print(f"{torch.__file__}"); print(f"{torch.cuda.is_available()=}")'
       - name: Install torchcodec from the wheel
         run: |
diff --git a/.github/workflows/linux_wheel.yaml b/.github/workflows/linux_wheel.yaml
index 1855e904..06c61fb0 100644
--- a/.github/workflows/linux_wheel.yaml
+++ b/.github/workflows/linux_wheel.yaml
@@ -26,13 +26,14 @@ defaults:
 jobs:
 
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.7-torchcodec
     with:
       package-type: wheel
       os: linux
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.7-torchcodec
       with-xpu: disable
+      channel: release
       with-rocm: disable
       with-cuda: disable
       build-python-only: "disable"
@@ -42,12 +43,12 @@ jobs:
     strategy:
       fail-fast: false
     name: Build and Upload Linux wheel
-    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@release/2.7-torchcodec
     with:
       repository: pytorch/torchcodec
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.7-torchcodec
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       pre-script: packaging/pre_build_script.sh
       post-script: packaging/post_build_script.sh
@@ -62,7 +63,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: ['3.9']
+        python-version: ['3.9', '3.10', '3.11', '3.12', '3.13']
         ffmpeg-version-for-tests: ['4.4.2', '5.1.2', '6.1.1', '7.0.1']
     needs: build
     steps:
@@ -81,7 +82,7 @@ jobs:
         run: python -m pip install --upgrade pip
       - name: Install PyTorch
         run: |
-          python -m pip install --pre torch --index-url https://download.pytorch.org/whl/nightly/cpu
+          python -m pip install torch --index-url https://download.pytorch.org/whl/cpu
       - name: Install torchcodec from the wheel
         run: |
           wheel_path=`find pytorch/torchcodec/dist -type f -name "*.whl"`
diff --git a/.github/workflows/macos_wheel.yaml b/.github/workflows/macos_wheel.yaml
index ee436b7a..4ac8689c 100644
--- a/.github/workflows/macos_wheel.yaml
+++ b/.github/workflows/macos_wheel.yaml
@@ -26,12 +26,12 @@ defaults:
 jobs:
 
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.7-torchcodec
     with:
       package-type: wheel
       os: macos-arm64
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.7-torchcodec
       with-xpu: disable
       with-rocm: disable
       with-cuda: disable
@@ -42,12 +42,12 @@ jobs:
     strategy:
       fail-fast: false
     name: Build and Upload Mac wheel
-    uses: pytorch/test-infra/.github/workflows/build_wheels_macos.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_macos.yml@release/2.7-torchcodec
     with:
       repository: pytorch/torchcodec
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.7-torchcodec
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       pre-script: packaging/pre_build_script.sh
       post-script: packaging/post_build_script.sh
@@ -63,7 +63,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: ['3.9']
+        python-version: ['3.9', '3.10', '3.11', '3.12', '3.13']
         ffmpeg-version-for-tests: ['4.4.2', '5.1.2', '6.1.1', '7.0.1']
     needs: build
     steps:
@@ -85,7 +85,7 @@ jobs:
 
       - name: Install PyTorch
         run: |
-          python -m pip install --pre torch --index-url https://download.pytorch.org/whl/nightly/cpu
+          python -m pip install torch --index-url https://download.pytorch.org/whl/cpu
 
       - name: Install torchcodec from the wheel
         run: |
diff --git a/version.txt b/version.txt
index 515423ed..2eb3c4fe 100644
--- a/version.txt
+++ b/version.txt
@@ -1 +1 @@
-0.5.0a0
+0.5