Kernel Autoresearch for Open-Ended Model Discovery
KERNAUT treats kernel design as open-ended model discovery, allowing AI agents to autonomously write and discover complex mathematical kernels. It combines unrestricted program generation with strict construction contracts to ensure every proposed kernel is mathematically valid. This enables the creation of novel, transferable models that outperform fixed baselines on unseen tasks.