The Fable AI system wrote a high-performance megakernel, demonstrating a shift toward automated R&D. This capability suggests a recursive self-improvement loop for low-level optimization. By automating GPU kernel writing, the tool removes a major manual bottleneck for researchers. Practitioners can now accelerate hardware-specific performance tuning without deep CUDA expertise.