The Confidence Trap: Understanding AI's Hallucination Gap

Modern AI systems have become convincingly fluent at generating false information, creating a trust paradox where higher capability doesn't guarantee higher accuracy. This isn't a bug that will disappear with better models—it's structural. For organizations deploying AI in critical domains like law, medicine, and code generation, human verification and oversight remain irreplaceable.