Author:   A.Keller Affiliation:  Independent Researcher Abstract The OODA loop, commonly understood as the cycle of observe, orient, decide, and act, has long been associated with strategic agility, competitive adaptation, and decision superiority. Its core principle is simple: the actor who moves through the loop more effectively can shape the environment faster than competitors and therefore gain an advantage. Yet the contemporary rise of artificial intelligence has transfo