The fundamental concept of justice rests upon the pillar of equity. Yet, a sobering reality confronts us: legal systems worldwide often fall short of this ideal. Pervasive biases, rooted in historical oppressions, manifest themselves in discriminatory treatment that disproportionately impact marginalized communities. From arbitrary law enforcement