The Fable AI agent wrote a high-performance megakernel, demonstrating a concrete leap in automated R&D. This capability moves beyond simple coding to optimizing low-level GPU hardware execution. Such automation accelerates the iterative loop of model optimization. Practitioners can now expect AI to handle the most tedious aspects of kernel engineering.