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- GenAI optimizes for plausible-sounding language, so output can be highly fluent while being factually wrong (a hallucination). A tester must judge correctness independently of how polished the text reads. CT-GenAI separates surface qualities (fluency, coherence) from substantive ones (factuality, faithfulness) precisely to prevent this confusion.