Livia Romano 2026. AI-ENHANCED SOFTWARE QUALITY ECOSYSTEMS: MIGRATING LEGACY TEST FRAMEWORKS TO PREDICTIVE, SELF-ADAPTIVE, AND GENERATIVE AUTOMATION PIPELINES. International Multidisciplinary Journal for Research & Development. 13, 02 (Feb. 2026), 494–501.