"Clarifications on GPU security": https://groups.google.com/g/qubes-devel/c/MeLYpHyLRHQ

See also: https://www.qubes-os.org/faq/#can-i-run-applications-like-ga...

But the fact is, even if you are doing GPI passthrough in Qubes, it's much more secure than running any other system.