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Library / Knowledge-Corpus Access Engineering Principles Framework
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KCAE.SEARCH:6 - Bias-Annotation

An agent can overfit its first diagnosis and mistake additional supporting hits for independent confirmation. Preserve rival formulations and the user’s rejected interpretation. Search logs also omit unseen opportunities; KCAE.EVAL needs separately authored cases to expose them.