The Fable AI system wrote a high-performance megakernel, marking a shift toward automated AI R&D. This capability suggests a recursive self-improvement loop where models optimize their own underlying compute. Practitioners can expect faster development cycles as AI begins writing the low-level GPU code that previously required manual expert tuning.