As AI platforms become increasingly woven into the structure of our existence, the pressing need for robust AI frameworks becomes undeniable. This algorithmic imperative – the push to create AI that is not only effective but also fair, explainable, and responsible – presents a significant hurdle to engineers, regulators, and communities general