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Retrieval used as the task record failed almost every episode through omissions; verbatim top-k recall added to the full transcript helped but stayed below directives, Mem0 augmentation did not help, and an unverified agent-written ledger outperformed the always-accurate displayed checklist while still leaking re-executions. · CiteArk