The Fable AI system wrote a high-performance megakernel, demonstrating a concrete leap in automating low-level GPU programming. This capability suggests a shift toward recursive self-improvement loops in AI R&D. Developers can now automate complex hardware optimizations that previously required manual expert tuning. It reduces the friction between high-level research and hardware execution.