The paper introduces KITE, an intelligent tutoring system that enhances algorithmic problem-solving in students by providing tailored support through a Retrieval-Augmented Generation approach. Initial evaluations suggest KITE effectively improves student responses and understanding, indicating potential for significant advancements in AI education tools.