As machine learning systems become increasingly woven into the structure of our lives, the pressing need for robust AI frameworks becomes undeniable. This algorithmic imperative – the drive to create AI that is not only powerful but also just, explainable, and responsible – presents a significant hurdle to developers, legislators, and society a