As Artificial Intelligence systems become increasingly embedded into critical infrastructure and decision-making processes, the imperative for robust engineering methodologies centered on constitutional AI becomes paramount. Formulating a rigorous set of engineering metrics ensures that these AI constructs align with human values, legal frameworks,