With Windows/Linux I think the issue is that NVidia is artificially limiting the amount of onboard RAM (they want to sell those devices for 10x more to openai, etc) and that AMD for whatever reason can't get their shit together.

I'm sure that there are other much more knowledgeable people here though, on this topic.