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AI-FLUENCY5 MIN READ

Upgrade the Prompt Into a Work Order

Convert a vague AI request into a work order with source, task, constraints, output format, and verification criteria.

What changes when Lena turns a vague AI request into a verifiable work order? Before: the model gets a wish, not a work order. After: the task, source, format, and verification criteria are visible. Source moved from background to input. The model is told which research notes count, reducing the chance it fills gaps with generic launch advice. The job is narrowed. "Two-week beta checklist for mid-market admins" fits the task better than "make a launch plan." Verification is designed before generation. Evidence quotes and open assumptions give Lena something concrete to check. Better prompts make the answer easier to…

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