The Fable AI system wrote a high-performance megakernel, demonstrating a concrete step toward automating low-level R&D. This capability reduces the manual effort required for hardware optimization. By generating efficient GPU code, the tool enables researchers to accelerate model training. This marks a shift from high-level prompting to deep system-level automation.