AI Hallucination Problem Summarized in One Observation

AI models appear authoritative on unfamiliar topics precisely because users lack the expertise to detect errors — the same mechanism that makes hallucinations dangerous in high-stakes domains. This is the core calibration problem: confidence is inversely correlated with user ability to verify.