The Fable AI system wrote a high-performance megakernel, marking a shift toward automated R&D. This capability suggests a recursive self-improvement loop for hardware optimization. Developers can now automate the most tedious parts of GPU programming. This reduces the manual effort required to squeeze maximum performance from Nvidia hardware.