As artificial intelligence systems become increasingly integrated into the fabric of our society, the critical need for sound AI principles becomes clear. This algorithmic imperative – the drive to construct AI that is not only capable but also just, explainable, and accountable – presents a complex challenge to developers, legislators, and com