The integration of Machine Learning into higher education is rapidly evolving, with Personalized Instruction becoming increasingly prominent. AI Agents, acting as virtual Mentors, are Revolutionizing the learning experience by providing Specific support to students based on their individual Strengths. These Evolving systems Evaluate student perform