- Replace per-tile page lookup with per-element lookup in load_tile - Remove page_ok gate and scalar fallback in launch_paged_decode_mma - Unified path works for any page_size (L1-cached when page_size >= BC) - HBM BW: 12% → 73%, decode throughput: 2,250 → 2,606 tok/s (B=32) - Scales to 5,232 tok/s at B=128 (2.54x vs torch native)