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HomeBlogSkill Building & Careers
Skill Building & Careers

AI Hallucination: Why Models Make Things Up and How to Spot It

AI hallucination is when a model states false information confidently. Learn why it happens, examples, how to check answers and ways to reduce it.

The Teyro TeamOct 26, 20261 min read
On this page6 sections
  1. Direct answer
  2. Common examples
  3. How to protect yourself
  4. Where Teyro fits
  5. The bottom line
  6. More guides

A model does not know what it does not know. It still answers.

Direct answer

An AI hallucination is a confident answer that is wrong or made up, such as a fake quote, citation or statistic. It happens because language models generate likely-sounding text instead of looking up verified facts. Reduce the risk by giving the model source material, asking for evidence and checking anything important yourself.

Common examples

  • Invented references or links.
  • Wrong dates, numbers or names.
  • Confident descriptions of things that do not exist.

How to protect yourself

  1. Verify important facts with trusted sources.
  2. Provide the source text and ask the model to answer only from it.
  3. Ask it to say when it is unsure.
  4. Check any citation before using it.
  5. Use tools that retrieve real documents for current information.

Where Teyro fits

Teyro's The AI Stack course turns this into short lessons you can play in a few minutes a day. It has 100 lessons, and you can start free.

The bottom line

Treat AI answers as drafts, not facts, especially for health, legal and financial topics.

More guides

  • What Is AI Inference? Training vs Inference Explained
  • What Are Embeddings in AI? A Plain-English Explanation
  • Vector Database Explained
  • How do large language models work
  • The AI Stack course

Frequently asked questions

What is an AI hallucination?

When an AI model produces information that sounds plausible but is false or unsupported.

Why do hallucinations happen?

Language models predict likely text and do not check facts, so they can fill gaps with convincing but wrong details.

How can I reduce them?

Give source material, ask for citations you can verify, use lower temperature and check important claims.

Learn it by playing

The AI Stack turns this into short, playable lessons. Free to start.

See the The AI Stack course

Free to start · No credit card needed

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Written by

The Teyro Team

Learning Team at Teyro

We build Teyro — an AI-powered learning platform that turns skill-building into a daily habit through bite-sized, gamified lessons. We write about the learning science and study strategies that shape our product.

More from The Teyro Team

On this page

  • Direct answer
  • Common examples
  • How to protect yourself
  • Where Teyro fits
  • The bottom line
  • More guides

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