The AI agent Fable authored a high-performance megakernel, demonstrating a concrete leap in automated R&D. This capability suggests a transition toward recursive self-improvement loops in software engineering. By optimizing low-level GPU code, the system reduces human intervention in performance tuning. Practitioners can now automate the most tedious aspects of hardware acceleration.