He argues that governments must establish clear AI governance frameworks to ensure that AI remains a tool for augmentation rather than a replacement for human discretion. While AI’s expansion into public defender officers and judicial processes is under scrutiny, its application in law enforcement has also created debates around AI and digital transformation in police agencies. Public administrators, legal scholars, and policymakers must work together to ensure that AI tools uphold due process and fairness at every stage of the legal system.