How a “0% Hallucination” Headline Misled Me - What Really Happened with Claude 4.1 Opus and Gemini 3 Pro

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Which questions about model hallucination and refusal policies am I answering, and why do they matter? Short answer: you should care because how a model handles unknowns changes product behavior, cost, and user trust