LLMs do not merely hallucinate; they amplify human epistemic overconfidence by turning weak hypotheses into coherent, polished claims before evidence is verified. This creates a risk of premature certainty in research, policy, and other domains, not because models lie, but because they accelerate human tendencies to favor elegant explanations over uncertainty.