diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
index 842503e89..a8ec664b7 100644
--- a/.github/workflows/release.yaml
+++ b/.github/workflows/release.yaml
@@ -147,35 +147,38 @@ jobs:
           uv --no-progress venv
           uv --no-progress pip install --requirement https://raw.githubusercontent.com/kdeldycke/workflows/main/requirements/nuitka.txt
         # yamllint enable
-      - run: |
-          uv run
+      - name: List uv CLIs
         continue-on-error: true
+        run: |
+          uv run
       - name: Nuitka + compilers versions - Linux & macOS
         if: runner.os != 'Windows'
         run: |
-          uv --no-progress run --frozen nuitka --version
-      - name: Nuitka + compilers versions - Windows
-        if: runner.os == 'Windows'
-        run: |
-          uv --no-progress run --frozen nuitka --version
+          uv --no-progress run --frozen -- nuitka --version
       - name: Build binary - Linux & macOS
         if: runner.os != 'Windows'
         run: >
-          uv --no-progress run --frozen nuitka
+          uv --no-progress run --frozen -- nuitka
           --onefile --assume-yes-for-downloads --output-filename=${{ matrix.bin_name }}
           ${{ matrix.module_path }}
+      # XXX We need to call "uv run python -m nuitka" instead of "uv run nuitka" on Windows because of this bug:
+      # https://github.com/Nuitka/Nuitka/issues/3173
+      - name: Nuitka + compilers versions - Windows
+        if: runner.os == 'Windows'
+        run: |
+          uv --no-progress run --frozen -- python -m nuitka --version
       - name: Build binary - Windows
         if: runner.os == 'Windows'
         env:
-          # Sets sys.flags.utf8_mode to True, which is like call the Python interpreter with the "-X utf8" parameter.
-          # This is a workaround for Windows runners, redirecting the output of commands to files. See:
+          # Sets sys.flags.utf8_mode to True, which is like calling Python with the "-X utf8" parameter.
+          # This is a workaround for Windows runners, on redirecting the output of commands to files. See:
           # https://github.com/databrickslabs/dbx/issues/455#issuecomment-1312770919
           # https://github.com/pallets/click/issues/2121#issuecomment-1312773882
           # https://gist.github.com/NodeJSmith/e7e37f2d3f162456869f015f842bcf15
           # https://github.com/Nuitka/Nuitka/blob/ca1ec9e/nuitka/utils/ReExecute.py#L73-L74
           PYTHONUTF8: 1
         run: >
-          uv --no-progress run --frozen nuitka
+          uv --no-progress run --frozen -- python -m nuitka
           --onefile --assume-yes-for-downloads --output-filename=${{ matrix.bin_name }}
           ${{ matrix.module_path }}
       - name: Upload binaries