minaiml is PYTHAI’s delivery layer: running reasonable-sized models on hardware you already own. Sparsity, not size, decides what a small machine can run.
I read the Hugging Face Kernels docs, then ran the kernels on my own CPU. RMSNorm was 3 to 9 times faster and usually bit-exact; rotary was slower. Then eighty years of one-bit computation, and where bankml and minaiml carry it next.