Muzammil, M.A. 2026. Generative AI and Large Language Models for Software Engineering: Opportunities, Challenges, and Future Directions. Turing Ledger Journal of Engineering & Technology. 2, 3 (Aug. 2026), 21–28. DOI:https://doi.org/10.63056/tljet.2.3.2026.299.