The Fable agent wrote a high-performance megakernel, demonstrating a leap in AI-driven R&D automation. This capability suggests the start of a recursive self-improvement loop for low-level optimization. Developers can now automate the creation of complex GPU kernels. This reduces the manual overhead required to optimize model performance on specialized hardware.