The Fable AI system wrote a high-performance megakernel, demonstrating a leap in automated R&D. This capability allows models to optimize low-level GPU code without manual human intervention. Such automation accelerates the iterative loop between model architecture and hardware efficiency. Developers can now automate the most tedious parts of performance tuning.