Why it matters

Deception evals critical for alignment. Understanding shapes safety.

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The architecture

Scenarios: hidden goals, incentives to deceive, self-preservation.

Measure deception rate.

Deception evalsScenarioswith deception incentiveModel behaviordeceive / honestRateas capability growsApollo Research + Anthropic + others evaluate; sandbagging + strategic deception categories
Deception evals.
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How it works end to end

Apollo Research + Anthropic evals.

Sandbagging tests.

Strategic deception scenarios.