Eager prefetching was filling HBM+EGM, causing subsequent
cudaMallocManaged calls to fail after model loading. On GH200
with EGM, pages should migrate on-demand via hardware page faults
over C2C NVLink. The cudaMemAdviseSetPreferredLocation(GPU) hint
is sufficient to prefer GPU placement with LPDDR fallback.
