LLMs can produce false answers with the same confidence as correct ones. The article argues that reliable AI should be able to say “I don’t know” when factual risk is high, using verification mechanisms, confidence thresholds and escalation paths. Uncertainty should not be hidden: it should be visible, governable and built into system design, especially for AI agents.
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