Intelligent systems are changing education by not depending on rigid models of teaching. Cognitive Digital Twins (CDTs) are one of the most developed AI-driven simulations representing how individual students think, learn, and adapt. Such online models are continuously evolving, allowing moving beyond the generalized education to highly personalized and anticipatory …