The chapter explores the influence of Large Language Models (LLMs) on scientific and development fields, highlighting their strengths in prediction but emphasizing the irreplaceable roles of human creativity and critical thinking. It emphasizes the importance of validating new theories, incorporating diverse perspectives, dispelling hype, and understanding the limitations of LLMs in tasks beyond natural language processing.