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AI: verify before you publish

Generative models produce plausible outputs, not guaranteed facts. Choose low-risk tasks and define what a good result looks like before asking.

AI: verify before you publish

Understand model limits

Generative models produce plausible outputs, not guaranteed facts. Choose low-risk tasks and define what a good result looks like before asking.

Write useful prompts

Specify your goal, audience, constraints and output format. Provide a non-sensitive example. Practice: ask for a plain-language explanation of a chart, then refine it.

Verify and protect

Verify claims against primary sources and inspect calculations. Never paste confidential learner or customer data into an unapproved tool. Record human review before publishing.

Your next step

Try the exercises with a small dataset. Write down your assumptions, check the results against the source, and explain one thing you would improve.

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