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Anthropic: Scaling Misuse Detection with Self-Assessment of Chats

Anthropic has trained Claude to flag potential misuse in conversations through a technique it calls self-assessment, in which Claude gives a preliminary safety assessment of a conversation immediately after responding. Since Anthropic began using self-assessment in June, the technique has surfaced misuse that its other safeguards were not designed to catch, and Anthropic says it is more efficient than classifiers because Claude has already read the conversation and draws on its own judgment, improving as models improve.

read1 min views1 publishedOct 31, 2026
Anthropic: Scaling Misuse Detection with Self-Assessment of Chats
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We’ve trained Claude to flag potential misuse in conversations, a technique we call self-assessment. Right after it responds, Claude gives a preliminary safety assessment of the conversation. Since we began using self-assessment in June, it has surfaced misuse that our other safeguards weren’t designed to catch. Because Claude has already read the conversation, self-assessment is very efficient. And unlike classifiers, which target a discrete set of harms, it draws on Claude’s own judgment, so it gets more accurate as our models improve. Read more on our new Safeguards blog:

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