Dr. Sripriya Arunachalam et al. 2026. Transformer Driven Generative AI for Next-Generation Smart Learning using Intelligent Personalized and Adaptive Techniques. The Bioscan. 21, 3 (Aug. 2026), 719–732. DOI:https://doi.org/10.63001/tbs.2026.v21.i03.pp719-732.