Livia Romano, “AI-ENHANCED SOFTWARE QUALITY ECOSYSTEMS: MIGRATING LEGACY TEST FRAMEWORKS TO PREDICTIVE, SELF-ADAPTIVE, AND GENERATIVE AUTOMATION PIPELINES”, imjrd, vol. 13, no. 02, pp. 494–501, Feb. 2026.