The linked post in the original comment at https://nickjanetakis.com/blog/gpu-memory-allocation-bugs-wi... has a lot of details.

AMD's GPU do use system memory seamlessly as a fallback, but NVIDIA's don't, at least not back in January 2026. Hundreds of people reported it in their forums too, or variations of the problem.