The AI tool Fable wrote a high-performance megakernel, demonstrating a concrete leap in automated R&D. This capability suggests AI can now optimize low-level hardware execution without manual human coding. Developers can expect faster iteration cycles for custom kernels. This marks a shift toward autonomous software engineering for specialized GPU compute tasks.