The Fable AI system wrote a high-performance megakernel, marking a step toward automated R&D. This capability allows the model to optimize low-level code for GPUs without manual human intervention. It suggests a recursive self-improvement loop for hardware optimization. Developers can now automate the most tedious parts of kernel engineering.