The Fable system wrote the first genuine megakernel, achieving top-tier performance speeds. This development suggests a shift toward automated AI R&D loops where models optimize their own underlying hardware execution. Practitioners can now expect faster iteration on custom kernels. This reduces the manual burden of low-level optimization for complex model architectures.