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Confidence in LLMs can be manufactured from hearsay, leading agents to treat unverified claims as established facts, with serious implications for reliability.
Retaining incorrect conclusions in memory can be more harmful than having no memory at all, leading to a cascade of uncorrectable errors in language models.
