Operational model of automated and persistent vulnerability assessment, replacing periodic point-in-time scans with continuous monitoring of the attack surface. Integrates automatic scanners, agent-based monitoring, real-time correlation with CVE/NVD feeds, and orchestration with CI/CD pipelines and ticketing. Reduces the time gap between vulnerability disclosure and remediation, essential for DevOps environments, dynamic infrastructures, and frameworks requiring constant risk visibility.