The Short Version
Extensive empirical research confirms that AI models sometimes output very high confidence scores for answers that are wrong. Demonstrations span image, language, and clinical systems from 2017-2026, establishing miscalibration as a known risk. That corrective techniques exist does not negate the documented fact that such overconfident errors occur.