Learning When to Optimize: Verified Optimization Skills from Expert GPU-Kernel Lineages

Shuoming Zhang, Qiuchu Yu, Yangyu Zhang +6

LLM-based agents are increasingly used to generate GPU kernels, but they often know what optimizations to try without knowing when those optimizations are sound. We introduce KLine…