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Claude Sonnet 4.5 represents a meaningful improvement, but we know that many of its capabilities are nascent and do not yet match those of security professionals and established processes. We will keep working to improve the defense-relevant capabilities of our models and enhance the threat intelligence and mitigations that safeguard our platforms. In fact, we have already been using results of our investigations and evaluations to continually refine our ability to catch misuse of our models for harmful cyber behavior. This includes using techniques like organization-level summarization to und

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