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      <title>Agents Behaving Badly: Why &#39;Agentic AI&#39; Needs Adult Supervision</title>
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      <description>A mechanism-first reading of why LLM-based agents need explicit architectures, communication rules, incentives, norms, trust models, and institutional supervision before they can become reliable business systems.</description>
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