The AI tool Fable wrote a high-performance megakernel, demonstrating a shift toward automated R&D. This capability allows models to optimize low-level GPU code without manual human intervention. It suggests a recursive improvement loop for hardware efficiency. Practitioners can now automate the most tedious parts of the compute optimization stack.