The Fable system wrote the first genuine megakernel, demonstrating a high-performance GPU implementation. This achievement suggests a shift toward automated AI R&D loops. By optimizing low-level code without manual intervention, the tool reduces developer friction. Practitioners can now automate the most tedious parts of hardware-specific optimization to accelerate model deployment.