The Fable AI system wrote a high-performance megakernel, marking a shift toward automated AI R&D. This capability reduces the manual effort required for low-level GPU optimization. Developers can now automate the creation of specialized kernels. This represents an early step toward a recursive self-improvement loop for machine learning infrastructure.