While the term originates in psychology to describe a human's capacity to reflect on and regulate their thought processes, in the AI landscape, meta-cognition could redefine what it means for machines to "learn," "adapt," and "decide." For industry leaders, this shift will present both unprecedented opportunities and pressing ethical questions.