The Fable AI system wrote a high-performance megakernel, demonstrating a shift toward automated AI research and development. This capability suggests a recursive self-improvement loop where models optimize their own underlying compute efficiency. Practitioners can now expect faster iteration on low-level GPU kernels without manual C++ or CUDA coding.