The Fable AI system wrote the first genuine megakernel, achieving the fastest execution speeds for its specific task. This development suggests a shift toward automated AI R&D. By optimizing low-level GPU code without human intervention, the tool reduces the manual burden on engineers. It signals a move toward self-optimizing hardware acceleration.