Introduction
Adeel Ahmed is a Researcher and Senior AI/ML Engineer, and CEO of Paksoft Solutions Pvt. Ltd., with a strong academic and industry background in artificial intelligence, machine learning, deep learning and software engineering. He holds an MS in Software Engineering (Gold Medalist) from COMSATS University Islamabad and a BS in Computer Science from the University of Gujrat. His research focuses on AI-based chatbots, software cost estimation, global software development, ethical considerations of large language models, cloud performance and next-generation communication systems, with multiple peer-reviewed articles published in IEEE and other indexed venues. As a teacher, he has served as a University Lecturer in Computer Science at COMSATS University Islamabad and as a Visiting Lecturer at PAF-IAST Haripur and the University of Gujrat, teaching programming fundamentals, object-oriented programming, databases and web development.