The Fable agent wrote a high-performance megakernel, demonstrating a concrete leap in automated AI research and development. This capability suggests a shift toward autonomous software engineering for specialized hardware. Practitioners can now expect faster iteration cycles for GPU optimization. It moves AI from writing simple scripts to complex, low-level system code.