Profiling Memory-Bound Kernels: Why Occupancy Myths Fail on Sparse Attention

NCU flagged our sparse attention kernel as "occupancy limited" at 12.5%, but increasing occupancy would have achieved nothing — the kernel was already near the HBM random-access bandwidth ceiling, and more warps just means more threads waiting on the same random DRAM requests.