The thing about Alder Lake AVX 512 is that (actually was, but i still occasionally run it with AVX512 enabled, for some specific tasks) the Alder Lake is the only consumer grade CPU that supports AVX 512 FP16. It is very performant for ML tasks, not like a real GPU, obviously, but a lot, much much easier to use.
Besides Intel do not gurantee compatibility AVX10 with AVX512/256.
Besides Intel do not gurantee compatibility AVX10 with AVX512/256.