The AI tool Fable wrote a high-performance megakernel, demonstrating a shift toward automated R&D. This capability allows models to optimize low-level hardware code without manual human intervention. It signals the start of a recursive self-improvement loop. Developers can now automate the most tedious parts of GPU optimization to accelerate model training.