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  • Enterprise AI projects need expectation management because prototypes and operating capability are different
  • Buying AI software is not the same as creating an AI operating capability
  • AI can amplify frontline judgment when field experience is captured and reviewed
  • AI plus people often beats AI-only when the work still requires judgment, feedback, and responsibility
  • FDE is the role that helps AI go to work inside real enterprise workflows

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In the AI era, more people may need some FDE thinking: problem framing, field judgment, and feedback conversion What human capability stays scarce in the AI era?
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