Fable wrote a high-performance megakernel, demonstrating that AI can now automate complex GPU optimization. This suggests a shift toward autonomous R&D loops where models write their own hardware-level code. Practitioners should expect faster iteration cycles for custom kernels. The result outperforms manual implementations in specific benchmarks, proving AI-driven systems can handle low-level systems engineering.