The emergence of artificial intelligence (AI) is inextricably linked to our endeavor to unravel the very essence of human cognition. For centuries, philosophers and scientists have contemplated the mechanisms underlying thought, perception, and decision-making. These intrinsic cognitive principles serve as the basis upon which AI researchers build