The Fable AI system wrote the first genuine megakernel, achieving top-tier speeds for GPU operations. This development signals a shift toward automated AI research and development loops. By removing manual coding bottlenecks, RSI loops can accelerate hardware optimization. Practitioners can now automate the most tedious parts of low-level performance engineering.