Recent advancements in robotics highlight the limitations of current machines, which struggle with understanding commands and adapting to new situations. Researchers are exploring the integration of large language models (LLMs) to enhance robot reasoning, conversation, and task execution. However, challenges such as lack of grounding, potential errors, and safety concerns remain. While LLMs could revolutionize robotics, fully autonomous systems are still a distant goal, requiring further research and development.