Why it matters

Deception is an alignment concern. Detection shapes trustworthy AI.

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The architecture

Behavioral consistency tests.

Interpretability: probe internal states.

Deception detectionObservationtest environmentDeploymentreal worldComparedetect divergenceAdvanced deception may resist detection; active research area
Detection approach.
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How it works end to end

Test in varied environments.

Probe for consistency.

Interpretability tools.

Ongoing research: Anthropic, ARC.