The Fable AI system wrote a high-performance megakernel, demonstrating a concrete step toward automated R&D. This capability allows AI to optimize its own low-level GPU code without manual human intervention. Such automation accelerates the iterative loop of hardware optimization. Practitioners can expect faster development cycles for specialized compute kernels.