The Fable system wrote the first genuine megakernel, achieving top-tier speeds for GPU operations. This success suggests AI can now automate low-level R&D tasks previously reserved for human experts. Developers can expect faster iteration cycles for custom hardware acceleration. It is a concrete step toward fully automated software optimization loops.