AutoML Zero is a revolutionary approach to machine learning that discovers algorithms from scratch, rather than just tuning existing ones. Think of it as "AI that creates AI." Rewards come from capacitors that only release when a result clearly beats the benchmark and every verified win produces a short audit receipt that anyone can inspect.