The Fable AI system wrote a high-performance megakernel, demonstrating a concrete leap in automated R&D. This capability moves beyond simple code completion into complex hardware optimization. It suggests a tighter loop for recursive self-improvement in software engineering. Practitioners can now expect AI to handle low-level GPU optimization tasks previously reserved for human experts.