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In the world of Large Language Models (LLMs), "confidence" does not equal "correctness." An AI model can deliver a completely fabricated fact with the same authoritative tone as a verified truth. This phenomenon, known as Hallucination , is the biggest hurdle to building trust with your users. If your service provides financial advice, medical information, or customer support, a single hallucination can lead to reputational damage or critical errors. So, how do we move from