Ahmad

“You don’t run a model, you run kernels”: Ahmad Osman on the layer nobody benchmarks

Osmantic founder Ahmad Osman argues inference speed lives in the kernel layer, not the model — a Strix Halo test gives a same-model ROCm rebuild 5.7-6.8% more throughput — and published an eight-project path for learning it.