KernelEvolve — Meta Uses AI Agents to Write GPU Kernels Automatically—and Beats Human Experts

Meta built KernelEvolve, an agent system that uses LLMs and search algorithms to generate hardware kernels automatically. It delivered over 60% higher inference throughput on NVIDIA GPUs and over 25% faster training on MTIA chips—in hours, not weeks.