Told driver is too old, but it's the latest version (Ubuntu WSL2)

Getting “UserWarning: CUDA initialization: The NVIDIA driver on your system is too old (found version 10010 …”

However nvidia-smi reports: " NVIDIA-SMI 520.56.05 Driver Version: 522.25 CUDA Version: 11.8" and print(torch.version.cuda) returns 11.6

Running 20.04.3 on with an RTX 3070.

I’ve searched but haven’t found a clear path forward. Any tips?