The Fable AI system wrote a high-performance megakernel, marking a shift toward automated GPU optimization. This capability suggests a recursive self-improvement loop for AI research and development. By automating low-level hardware tuning, Fable reduces the manual effort required for kernel engineering. Practitioners can now expect faster iteration cycles for specialized AI hardware acceleration.