dailyai.report

Order dependence in sequential judgments blocks any faithful Boolean representation, the study shows. By modeling metacognitive evaluations as state‑transforming operations on an internal state space, the authors separate evaluation back‑action from observable output. The framework, published on ArXiv under CS.AI, clarifies how order effects arise from deeper non‑commutativity. Practitioners should consider these dynamics when designing adaptive agent feedback loops.