Beyond Regex: Why Machine Learning is the New Frontier for Security Scanners

Traditional regex-based scanners often fail to detect internal passwords while flooding developers with false positives from benign hashes. By integrating machine learning, security tools can finally distinguish between actual credentials and random data, significantly reducing the risk of data breaches in modern CI/CD pipelines.