As artificial intelligence platforms become increasingly embedded into the structure of our lives, the pressing need for robust AI frameworks becomes obvious. This algorithmic imperative – the drive to create AI that is not only capable but also equitable, transparent, and answerable – presents a significant test to creators, regulators, and co