The Fable AI system authored a high-performance megakernel, demonstrating a shift toward automated R&D. This capability allows models to optimize low-level hardware execution without manual human coding. Such automation accelerates the iterative loop between model design and hardware efficiency. Practitioners can expect faster deployment cycles as AI begins writing its own performance optimizations.