The AI tool Fable wrote a high-performance megakernel, demonstrating a concrete leap in automating low-level GPU programming. This capability suggests a shift toward autonomous AI research and development loops. Developers can now automate the most tedious parts of hardware optimization. It moves AI from writing high-level code to optimizing raw silicon performance.