Large Language Models (LLMs) like GPT-3.5 and GPT-4 have captivated the world with their ability to answer questions, write essays, and even code. But do these impressive abilities translate into genuine reasoning and planning skills? This question is crucial because it helps us understand the limitations and potential of LLMs