As part of continuous field monitoring to ensure the quality of the examination process, the Head of the Department of Artificial Intelligence Engineering, Assist. Prof. Zahraa Hashem Kareem, supervised the progress of the final examinations for the first semester. She conducted inspection tours of the examination halls, reviewed the smoothness of organizational procedures, and observed students’ compliance with instructions, affirming the department’s commitment to providing a suitable exam environment that ensures fairness, transparency, and optimal academic performance. This follow-up comes in line with Al-Mustaqbal University’s orientation toward adopting sustainability principles, particularly Sustainable Development Goal 4 (Quality Education), by enhancing the quality of education and ensuring a motivating and safe learning environment. Al-Mustaqbal University, ranked as the leading private university in Iraq, continues to reinforce academic excellence standards and elevate the quality of its educational outcomes in line with global best practices.