The AI agent Fable wrote a high-performance GPU megakernel, demonstrating a shift toward automated R&D. This capability suggests a recursive self-improvement loop where models optimize their own underlying compute. Practitioners can now expect AI to handle low-level hardware optimization. This reduces the manual burden of writing complex CUDA code for new architectures.