Academic literature shows diminishing returns past 32 quantiles. 64 quantiles allocated 8.6GB for tiled intermediates (B×Q×hidden). 32 quantiles: 4.3GB (half), ~13 GEMMs halved in aux_child. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>