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. Implementing a rigorous set of engineering metrics ensures that these AI agents align with human values, legal frameworks