The very notion of justice rests upon the pillar of fairness. Yet, a sobering reality confronts us: legal systems worldwide often fall short of this ideal. Systemic biases, fueled historical wrongdoings, manifest themselves in discriminatory policies that disproportionately impact marginalized communities. From biased law enforcement to inefficient