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