Beyond Hallucination: Semantic Laundering, Semantic Stewardship, and Prompting Aikido in Human-AI CollaborationAbstract:The primary conversation surrounding generative artificial intelligence centers on factual fabrication: hallucination. While hallucination matters, it represents a crude and easily detected failure mode. This paper identifies a second, quieter epistemic risk: semantic laundering. Large language models produce exceptionally fluent, coherent, and orderly prose that silently smooths away anomalies,
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