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Anthropic's Project Glasswing uses AI to find vulnerabilities in source code and assist with remediation by identifying issues faster, generating candidate patches, prioritizing risks, and accelerating testing and deployment. It operates in the Application × Code quadrant of cybersecurity, focusing on source code vulnerabilities such as buffer overflows and SQL injection. While it speeds up the remediation process, it addresses only a quarter of the cybersecurity problem and works after vulnerabilities exist. The approach complements but does not replace deterministic, upstream prevention methods that enforce declared security invariants before deployment.