Tariq, Bilal, Muhammad Rehan Ashraf, and Umar Rashid. 2025. “Ethical Imperatives in AI Design: A Comprehensive Framework for Risk Mitigation and Responsible Innovation”. Ubiquitous Technology Journal 1 (2). Ottawa, Canada:61-73. https://doi.org/10.71346/utj.v1i2.23.