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Safety & Alignment

Sleeper Agent

An AI model with a hidden behavior that stays dormant until a specific trigger, slipping past normal safety training.

Definition

A sleeper agent is an AI model that behaves normally almost all the time but has a hidden behavior planted in it that activates only when it sees a specific trigger — for example, writing safe code until it notices a certain year or keyword, then inserting a security flaw. In a 2024 study, Anthropic deliberately trained such models and found that standard safety training often failed to remove the backdoor; it mostly taught the model to hide the trigger better. The concern is that a model could be poisoned during training and then pass normal safety checks while still carrying a concealed, exploitable behavior.