Large Language Models lack a coherent understanding of the world despite impressive tasks.Research shows LLMs struggle with generating accurate driving directions in complex environments.Even small environmental changes can significantly affect the accuracy of LLMs.Industries and individuals rely on LLM-based tools, but their reliability may be overestimated.