Library / Knowledge-Corpus Access Engineering Principles Framework
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KCAE.MEMORY:8 - Common Anti-Patterns and How to Avoid Them

A saved label is not a preserved episode. A cached judgement is not an enduring permission or truth. A useful new method is not permission to rescan every private conversation. A feature set that only recognizes known failures needs an open cue route and independent tests.