NVIDIA beta driver is installed

I have been experiencing some issues with CDK on channel 1.20/stable and containerd charm revision 100. While I admit that my current setup is not ideal as I have my GPU passed through to a VM which is then configured as a worker node, I have recently had the issue that `nvidia-smi` is not available when the node comes up with the error:
NVIDIA-SMI has failed because it couldn't communicate with the NVIDIA driver. Make sure that the latest NVIDIA driver is installed and running.

Rebooting fixes the nvidia-smi issue (I don't remember needing to do this before), but I still have some other issues with running GPU pods. Nvidia-smi shows: NVIDIA-SMI 460.27.04 Driver Version: 460.27.04 CUDA Version: 11.2

According to https://www.nvidia.com/Download/driverResults.aspx/167671/en-us this is a BETA driver.

While I am not sure what the exact cause of issues I am experiencing is, I do not believe a beta driver should EVER be installed by a charm, MAAS or JuJu without the user manually choosing to do so.