The Fable agent wrote a high-performance megakernel, demonstrating a concrete step toward automated AI research and development. This capability suggests a recursive self-improvement loop where models optimize their own underlying compute efficiency. Practitioners can now expect AI agents to handle low-level GPU optimization, reducing the manual engineering burden for custom hardware acceleration.