The Fable AI system wrote a high-performance megakernel, marking a shift toward automated AI research and development. This capability suggests a recursive self-improvement loop where models optimize their own underlying compute. Practitioners can now expect faster iteration cycles for custom GPU kernels, reducing the manual burden of low-level hardware optimization.