As AI systems become increasingly embedded into the tapestry of our existence, the pressing need for sound AI principles becomes clear. This algorithmic imperative – the necessity to develop AI that is not only capable but also just, explainable, and answerable – presents a complex hurdle to creators, regulators, and the public generally. Addre