diff --git a/.gitea/workflows/build-windows.yaml b/.gitea/workflows/build-windows.yaml
index c6d3ea11d..d62768f1f 100644
--- a/.gitea/workflows/build-windows.yaml
+++ b/.gitea/workflows/build-windows.yaml
@@ -21,7 +21,10 @@ jobs:
         uses: actions/checkout@v3
 
       - name: Install CUDA
-        run: Invoke-WebRequest https://developer.download.nvidia.com/compute/cuda/12.2.2/network_installers/cuda_12.2.2_windows_network.exe -OutFile c:\temp\cuda_12.2.2_windows_network.exe
+        uses: Jimver/cuda-toolkit@v0.2.11
+        id: cuda-toolkit
+        with:
+          cuda: '12.2.0'
       - run: nvcc -V
 
       - name: Install CMake and Ninja