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Previous episode Reading an AI's thoughts: what happens when you punish the cheating ones

Why AI cheats: how a model learns to game its own test

When an AI learns to cheat: why the habit spreads to other tasks

Anthropic let an AI model learn to cheat on coding tests, on purpose, to see what else would change. What they found worried their own researchers.

  1. 1 Anthropic researchers wanted to know what else a cheat teaches. In 2025, they showed a model some ways to cheat on coding tests. Then they trained it on real coding tasks where those tricks worked.ways to cheaton teststhe modelreal coding tasks

    Anthropic researchers wanted to know what else a cheat teaches. In 2025, they showed a model some ways to cheat on coding tests. Then they trained it on real coding tasks where those tricks worked.

  2. 2 As expected, the model learned to cheat. Then the researchers looked somewhere else: how did it behave on tasks with no tests at all?the model1111tasks withno tests

    As expected, the model learned to cheat. Then the researchers looked somewhere else: how did it behave on tasks with no tests at all?

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