The Fluency Problem: How Language Models Deceive Through Confidence

Language model hallucinations aren't bugs to be fixed, but structural consequences of how these systems work. The critical insight is that fluency becomes decoupled from accuracy in AI—confident output no longer signals knowledge—creating plausible-sounding misinformation that conventional error detection can't catch.