The AI system Fable authored a high-speed megakernel for GPUs, marking a shift toward automated R&D. This capability allows models to optimize their own low-level hardware execution. It suggests a recursive improvement loop for GPU performance. Practitioners can expect faster iteration cycles as AI begins writing its own production-grade systems code.