In an era increasingly shaped by algorithms and artificial intelligence, Professor Arnold Adimabua Ojugo emerged as a prophetic voice of reason and innovation at the 10th Inaugural Lecture of the Federal University of Petroleum Resources, Effurun (FUPRE). On April 11, 2025, the renowned computer scientist and pioneer Dean of the College of Computing took the stage to demystify the complex dynamics of biased data and unveil the transformative power of intelligent systems.