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    <title>Temporal Consistency on Programmer.ie: Modern AI programming</title>
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      <title>Advanced Agents From First Principles 36: Is Your Agent Acting on Stale State? Build Temporal Consistency, Freshness Budgets and Conflict Detection</title>
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      <description>A practical architecture for keeping long-running agents from acting on stale assumptions: classify state by freshness, track version vectors, detect conflicts, revalidate before consequential actions, and force replanning when the world has changed underneath the run.</description>
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