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      <title>The Next AI Product Moat Is the Recovery Path, Not the Demo</title>
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      <description>The flashiest agent demo is not the durable advantage. As AI platforms formalize confirmations, traces, and resumable tasks, the real moat is the recovery layer that pauses bad runs before they become user harm.</description>
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