The fundamental concept 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, rooted in historical oppressions, manifest themselves in discriminatory treatment that disproportionately impact marginalized communities. From unfair law enforcement to