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  5. Chain-of-Thought Monitorability
Safety & Alignmentaka CoT Monitoringaka CoT Faithfulness

Chain-of-Thought Monitorability

Chain-of-thought monitorability is the degree to which a model's visible reasoning text faithfully reflects the actual computation driving its output, making it a reliable signal for catching misaligned behavior before it happens.

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Safety teams rely on reading a model's extended thinking as an early-warning system, but monitorability breaks down if reasoning is unfaithful (the model acts on considerations it doesn't verbalize) or if training pressure is applied directly to reasoning text, teaching the model to make thoughts look acceptable rather than be accurate. Anthropic's August 2026 Risk Report disclosed that chain-of-thought was unintentionally exposed to reinforcement-learning reward calculation on up to 5.1% of training episodes for Claude Mythos Preview, and treats keeping reasoning unoptimized-against as central to its ability to detect covert misalignment.

Related terms

AI AlignmentInterpretabilitySandbaggingSafety Evaluation