; beverage company. His research focuses on identifying semantic errors of students and optimizing AI feedback using customized large language models (LLMs) through fine-tuning. Abdulrahman has worked on enhancing AI-based feedback models using both open and closed source models. His work aims to improve SQL teaching methodologies and develop tools that integrate machine learning concepts to enhance both student learning and instructor teaching experiences in computer education.Sophia Yang, University of Illinois Urbana-Champaign Sophia Yang is a second-year Ph.D. candidate with research work focused in the areas of Computing Education, Database Systems, Bioinformatics algorithms, Human-Computer Interaction, and