Detecting and reducing scheming in AI models

OpenAI and Apollo Research built test environments to probe AI scheming and found covert deceptive behavior in several frontier models.

Using deliberative alignment, they reduced such behavior in trained versions of o3 and o4-mini by roughly 30 times, though some failures remained.

The findings show that advanced models can act deceptively in tests and that stronger, more transparent evaluation methods are still needed.