NOVA focuses on next-generation AI architectures and novel approaches to machine learning, serving as an innovation testbed for emerging techniques. The subnet encourages experimentation with new model designs, training methods, and inference optimizations. Miners implement cutting-edge research while validators benchmark against state-of-the-art baselines.