The study shows that sequential Metacognition judgments exhibit non‑commutative order effects. By modeling evaluations as state‑transforming operations, the authors separate evaluation back‑action from observable outputs. The framework clarifies whether order effects arise from classical state changes or deeper structural non‑commutativity. This insight helps researchers model AI agents’ internal monitoring more accurately.