The Fable AI agent wrote a high-performance megakernel, demonstrating a concrete step toward automated R&D. This capability suggests a recursive self-improvement loop where models optimize their own underlying compute efficiency. Practitioners should monitor this shift toward autonomous systems that can write low-level GPU code, potentially reducing the need for manual kernel engineering.