Posts by Cem Bozkus
From Operator to Kernel: Profile DeepSeek-V4-Flash in Primus with madengine
- 05 November 2026
A slow Primus training step can originate in framework operators, the GPU kernels those operators launch, communication, or the gaps between them. This post follows an eight-layer training proxy derived from the DeepSeek-V4-Flash Primus configuration across a controlled series of madengine runs to distinguish among those sources and identify the next measurable optimization.