GitLab Duo Security Review spots logic flaws scanners miss

Static scanners excel at catching vulnerabilities that fit a known pattern, like unsanitized query inputs, hardcoded secrets, and unsafe deserialization. They struggle against flaws in your application’s logic, where there is no pattern to match — only valid code doing the wrong thing for your domain. Undetected, these flaws surface late and cost more to fix. Security Review Flow, now in public beta, scrutinizes code changes the way a security engineer would. It traces intent rather tha