Beyond Experience: Knowledge-Guided Evolution for NPU Kernel Generation

Xi Chen, Ming Shen, Haotian Yan +2

LLM agents have become capable kernel engineers on mainstream GPU stacks, but they struggle on emerging accelerators such as Ascend NPUs, whose programming model is barely represen…