AI · Library course

How to Tell When AI Is Lying to You

AI will hand you a wrong answer with total confidence. Learn the verification habits that catch the fabrications before they reach your work.

  • Intermediate
  • 6 lessons
  • 17 min to complete

7-day preview, no card needed. The course is in the library the day your academy goes live.

AI

What it covers

What your people will learn.

  • AI

The most dangerous AI answer is the one that sounds right. A confident tone is not evidence, and the model has no idea when it is wrong.

Most people trust AI output by feel: fluent prose and a steady voice read as accuracy. That is exactly how fabricated citations, invented figures, and plausible-but-false claims slip into real work. The model does not flag its own uncertainty, so the burden of doubt falls on you.

This course builds that doubt into a repeatable practice. You learn the three categories AI distorts most, why surface specificity often masks a guess, and concrete checks like asking the same question twice in different framings to expose answers that shift under pressure. The goal is calibrated skepticism: knowing what to verify, what to discard, and what you can actually rely on.

Who it's for

Founders and operators: ship AI-assisted research, copy, and analysis without quietly inheriting its errors.

Writers and researchers: catch invented sources and false specifics before they land in a published piece.

Anyone using AI daily: build a fast verify-or-discard reflex instead of trusting the output by tone.

The lessons

6 lessons, in order.

About 17 min to complete. Add the course and every lesson is yours to publish as it is, or to edit.

  1. The Confidence Problem3 min
  2. The Three Things AI Lies About Most3 min
  3. Verify Or Don't Use3 min
  4. Ask The Same Thing Twice, Differently3 min
  5. The Specificity Trap3 min
  6. What Calibrated Skepticism Looks Like2 min

In your academy

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  3. 3

    Practice

    Practice and the tutor come with it

    Type / in any lesson to add practice, from explain it back to drills and scenarios. Your people can ask the AI tutor about any lesson.

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