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    <title>Formal Skills on Cognaptus</title>
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      <title>The Goats in the Machine: Why AI Agents Need Contracts, Not Personalities</title>
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      <description>A practical reading of two new agent papers showing why enterprise AI should be judged by observable behaviour and runtime contracts, not human-like performance theatre.</description>
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