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