NULSPEC

Independent / experimental

AI enthusiasts doing things.

We build, test, compare, and write down the parts worth sharing.

Latest

Bar chart comparing wall time across dense and sparse H3 sampling schedulesH3 / inferenceScheduling is all you need: use sparsity to save time while controlling loss.Six fixed-seed sequences show what different sparse and dense attention schedules cost in wall time. The outputs are presented together for direct comparison.Read and watch