The Fable system wrote the first genuine megakernel, achieving top-tier speed for GPU operations. This development suggests a shift toward automated AI R&D, where models optimize their own low-level code. Practitioners can now expect faster iteration cycles for custom hardware kernels. It is a concrete step toward a self-improving recursive software loop.