Dr. Karima BELMABROUK is a university lecturer and researcher in the Department of Computer Science, Faculty of Mathematics and Computer Science, University of Science and Technology of Oran – Mohamed Boudiaf (USTO-MB), Algeria. Her research and professional interests span several areas of Computer Science, with a particular focus on Artificial Intelligence, Multi-Agent Systems, Intelligent Systems, Information Systems, Databases, Cybersecurity, and Web Services. Her work also addresses optimization, data management and data quality, and emerging digital technologies, with an interest in developing intelligent, efficient, secure, and sustainable solutions to complex computational and information-management problems. Alongside her research activities, Dr. Belmabrouk is actively involved in university teaching, student supervision, scientific evaluation, and academic activities at undergraduate, graduate, and engineering levels. She has contributed to the supervision and evaluation of student projects and theses in Computer Science and has participated in various academic and scientific committees and evaluation panels. She is also involved in research projects, scientific committees, academic events, and international professional development activities. Her academic engagement includes participation in scientific conferences and colloquia, research and evaluation activities, as well as training initiatives related to scientific publishing, digital education, and inclusive dis