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    <title>Retail Automation on Cognaptus</title>
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      <title>Plan, Act, Replan: When LLM Agents Run the Aisles</title>
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      <description>JD.com’s supply-chain agent framework shows that the business value of GenAI planning is not prettier forecasts, but a shorter loop between intent, execution, diagnosis, and correction.</description>
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