A Case Study of a Multi-Agent Kernel-Optimization Loop That Learns a New AI Accelerator.

arXiv:2610.38329v1 Announce Type: cross Abstract: Frontier large language models write correct CUDA kernels for most single-operator benchmark tasks, yet their accuracy collapses on accelerators whose architecture and programming language they have rarely seen