Since the dawn of computer science, our understanding of computation has been shaped by mathematical theories, from Aristotle's logic to Turing's formalization of algorithms. Turing Machines, with their elegant abstraction of computation into discrete steps on an infinite tape, have become a cornerstone of computational theory. However, this mathematical approach, while powerful, lacks a crucial element: empirical testability.