As machine learning platforms become increasingly integrated into the structure of our existence, the urgent need for ethical AI principles becomes obvious. This algorithmic imperative – the drive to develop AI that is not only capable but also equitable, understandable, and accountable – presents a complex hurdle to engineers, legislators, and