The Fable system authored the first genuine megakernel, achieving top-tier speed for GPU operations. This development suggests a shift toward automated AI R&D loops. By replacing manual CUDA programming with AI-generated kernels, Jack Clark highlights a path toward self-optimizing hardware utilization. Practitioners can expect faster iteration cycles for custom compute kernels.