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Computing·Artificial Intelligence·conceptual

AI Mistakes and Limitations

Machines make mistakes; they only know what they've been shown; bad training data leads to bad results; AI is not magic — just maths on data; showing edge cases and failures

Suggested ages 7–9

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Evidence of understanding

  • Give an example of AI making a mistake (voice assistant mishearing, auto-correct error, wrong recommendation)
  • Explain that AI mistakes happen because of gaps or errors in training data
  • Describe why AI is not magic — it follows mathematical rules applied to data

Assessment prompt

If an AI incorrectly identified a picture of a muffin as a chihuahua, could AI Mistakes and Limitations explain why that kind of mistake happens?

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