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Who checks the AI? A beginner’s guide to safety testing

Evaluations, red teams and audits, explained with a driving test.

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Network cabling inside a data centre cabinet. Placeholder image.

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A driving test does not prove someone will never crash. It shows they met a standard on the day. AI safety testing works in a similar way.

Three words to know

  • Evaluation: a set of tasks used to measure a specific ability or behaviour.
  • Red teaming: experts act as attackers and look for ways to cause harm.
  • Audit: an outside party reviews the process and the evidence.

Each catches different problems. Together they give a fuller picture, though never a complete one, because nobody can test for every situation in advance.

A passed test is evidence, not a guarantee.

Sources and references

  1. Sample reference 1Placeholder. Link the primary research paper or official document here before publication.
  2. Sample reference 2Placeholder. Link an independent expert explainer or consumer-protection guidance here.