The Fable AI agent wrote a high-performance megakernel, demonstrating a concrete step toward automated R&D. This capability allows an agent to optimize low-level GPU code without human intervention. It suggests a recursive improvement loop for software engineering. Practitioners can now expect AI to handle complex hardware-specific optimizations that previously required expert manual tuning.