diff --git a/.github/actions/env/action.yml b/.github/actions/env/action.yml
index 3323748..86a7856 100644
--- a/.github/actions/env/action.yml
+++ b/.github/actions/env/action.yml
@@ -39,24 +39,33 @@ runs:
       with:
         python-version: ${{ inputs.python-version }}
 
+    - name: Install UV
+      shell: bash
+      run: pip install uv
+
     - if: ${{ contains(fromJson('["nightly"]'), inputs.pytorch-version ) }}
       name: Install PyTorch nightly
       shell: bash
-      run: pip install numpy --pre torch[dynamo] ${{ inputs.extra-deps }} --force-reinstall --extra-index-url https://download.pytorch.org/whl/nightly/cpu/
+      run: uv pip install --system numpy --pre torch[dynamo] ${{ inputs.extra-deps }} --force-reinstall --extra-index-url https://download.pytorch.org/whl/nightly/cpu/
 
     - if: ${{ contains(fromJson('["nightly"]'), inputs.pytorch-version ) == false}}
       name: Install pytorch
       shell: bash
-      run: pip install torch==${{ inputs.pytorch-version }} ${{ inputs.extra-deps }} --index-url https://download.pytorch.org/whl/cpu
+      run:   |
+             if [ "$RUNNER_OS" == "Linux" ] || [ "$RUNNER_OS" == "Windows" ]; then
+                uv pip install --system torch==${{ inputs.pytorch-version }}+cpu ${{ inputs.extra-deps }} --find-links https://download.pytorch.org/whl/torch_stable.html
+             else
+                uv pip install --system torch==${{ inputs.pytorch-version }} ${{ inputs.extra-deps }} --find-links https://download.pytorch.org/whl/torch_stable.html
+             fi
 
     - if: ${{ contains(fromJson('["1.9.1"]'), inputs.pytorch-version) }}
       name: Install accelerate for old torchs
       shell: bash
-      run: pip install accelerate==0.20.3
+      run: uv pip install --system accelerate==0.20.3
 
     - name: Install Kornia dev
       shell: bash
-      run: pip install .[dev,x]
+      run: uv pip install --system --editable .[dev,x]
 
     - name: Check torch version
       shell: bash
diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 7615052..9f91e97 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -101,9 +101,13 @@ jobs:
         with:
           python-version: ${{ inputs.python-version }}
 
+      - name: Install UV
+        shell: bash
+        run: pip install uv
+
       - name: Install dev dependencies
         shell: bash
-        run: pip install -r ./requirements/requirements-dev.txt
+        run: uv pip install --system -r ./requirements/requirements-dev.txt
 
       - name: Run coverage
         run: |
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 2f5ab57..7573b01 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -61,6 +61,7 @@ jobs:
 
     - name: Install docs deps
       shell: bash -l {0}
+      # TODO: run: uv pip install --system --editable .[docs]
       run: pip install -e .[docs]
 
     - name: Build Documentation