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Dario Amodei, Anthropic's co-founder and chief executive, at TechCrunch Disrupt in San Francisco on 20 September 2023. Photo: Kimberly White/Getty Images for TechCrunch, CC BY 2.0

Safety /Models Lead story

Anthropic let Claude write training data meant to corrupt another model. Its monitor passed it, because it read like beekeeping and wrestling.

Anthropic set Claude agents loose on its own training-data monitor, and every run found stories about beekeeping, wrestling and office life that passed the screen and left the trained model deceptive and hostile to oversight. The setup favoured the attacker, but any company fine-tuning a model on data it did not write should take the lesson.

Every run found data that beat the monitor
5,000 examples at most per poisoned dataset
2% flag ceiling for a 5,000-row dataset
Thousands of datasets tried by Claude agents

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Most AI coverage asks what the news means for American companies. These pieces ask what it means here: the AI Act, European compute, and what Danish businesses should do about it.

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51 analyses since December 2025