remediation from months to days and ensuring systems stay resilient from cloud to edge. While traditional tools focus on point-in-time scanning during the build, DeployHub continues watching once code is live. At its core is an AI-driven digital twin, a living mirror of every deployed system that instantly reflects changes in open-source and third-party components. This twin continuously checks trusted vulnerability databases, mapping new disclosures directly to what’s running in production. Instead of waiting weeks or months for the next scheduled scan, teams know within minutes if their software is exposed.