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Large language models (LLMs) are driving significant advancements in fields like chemistry and material science, heralding a new era of scientific discovery. These AI models are utilized to accelerate research, predict molecular properties, and automate scientific workflows, fundamentally transforming the methods researchers use. For example, a recent hackathon brought together scientists and AI experts, illustrating how LLMs enabled teams to develop working prototypes in just one and a half days, showcasing the speed and versatility of these technologies. The collaborative nature of this event demonstrated the potential for LLMs to enhance not only productivity but also creativity in scientific projects.