Bug 1: Tree reduction stopped at s>32, leaving shmem[32..63] unfolded
before warp shuffle. Added explicit fold: thread i merges shmem[i+32]
before __shfl_down_sync. Affected all 5 kernels (stats, argmax, sum,
argmax_rows, col_sum). Caused max=96 instead of 100 for N=100.
Bug 2: fused_stats_reduce count only atomicAdd'd thread 0's local_count.
Added 5th shared memory slot for count through full tree reduction.
All 5 reduction tests pass.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>