What does a kernel engineer do if AI can generate CUDA kernels?

Standard Kernel says kernel engineers are moving from hand-writing every kernel toward helping AI agents learn new hardware, improving search and feedback, and verifying correctness. It warns that a generated kernel can look faster in a benchmark but fail in production because of race conditions, stream interactions or output reuse.