The Fable AI agent wrote a high-performance megakernel, demonstrating a leap in automated R&D. This capability allows AI to optimize its own underlying compute efficiency without manual human coding. Developers can now automate the most tedious parts of hardware acceleration. This marks a concrete step toward a self-improving recursive software loop.