M. Murali Abstract We are entering a phase shift in the history of knowledge. For centuries, discovery defined epistemic progress. In the AI era, that primacy is breaking. Computational systems now explore hypothesis spaces at scales beyond human reconstruction. As a result, verification—not discovery—is becoming the dominant mechanism of epistemic trust.This paper advances a clear thesis: the future of knowledge is verification-centric and inherently hybrid, integrating computational...