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    <title>Temporal-Validity on Cognaptus</title>
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      <title>Correct Now Is Not Enough: Testing Agent Memory for What Happens Next</title>
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      <description>A new audit shows why current-answer accuracy can certify compressed agent memory that fails after later updates, and how to separate memory loss from delivery and formatting failures.</description>
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