CS2 Stuck on Valve Logo on startup 545 beta branch

Will the newer driver version be updated also here ?
https://developer.download.nvidia.com/compute/cuda/repos/debian12/x86_64/
guide how to enable repo:

it says cuda - but actually nvidia-driver can also be installed without cuda from there…