Cognitive scientists view metacognition as an evolutionary shield. It protects us from making fatal mistakes in unpredictable worlds. When we pause, we weigh our past failures and adjust our current path. For AI, scientists try to replicate this by building secondary monitoring layers. These layers act like a digital conscience, constantly auditing the primary network's decisions to catch errors before they happen.