The AI agent Fable authored a high-performance megakernel, demonstrating a rare ability to optimize low-level GPU code. This success suggests a move toward automated AI research and development loops. Practitioners can now expect agents to handle complex hardware-level optimizations. This marks a concrete step toward autonomous software engineering for specialized compute.