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