“AI-Driven Legacy System Modernization and Augmented Quality Assurance: A Comprehensive Theoretical and Empirical Exploration of Human–AI Collaboration in Digital Transformation” (2026) International journal of networks and security, 6(01), pp. 1–5. doi:10.55640/.