Constitutional Classifiers(CC)

Lightweight input and output classifiers trained on synthetic data generated from a natural-language constitution that defines allowed and blocked content. They are cascaded so cheap screening covers all traffic while suspicious cases escalate, and the output classifier can halt a streaming generation the moment a violating token appears. This is distinct from Constitutional AI: Constitutional AI aligns the model during training, while Constitutional Classifiers are runtime guards trained from a constitution.