Beyond Politeness: Code Review Through Controlled Conflict

Tribunal challenges the assumption that a single fair-minded AI makes a good code reviewer. By running adversarial agents—a hater that tears code apart and a judge that defends it—the system extracts sharper, more honest feedback than one balanced model could. This approach resonates with developers frustrated by vague AI reviews and points to a broader shift: honest signal comes from conflict, not politeness.