The Fable AI agent wrote a high-performance megakernel, demonstrating a shift toward automated R&D. This capability moves beyond simple coding tasks into complex hardware optimization. It suggests a recursive self-improvement loop where models optimize their own compute efficiency. Developers can now automate the most tedious parts of the GPU programming stack.