The article introduces MechSim, a new framework that enhances the integration of scientific simulators with large language models (LLMs) for better decision-making. By enabling LLMs to reason about the underlying mechanisms of simulators, it improves transparency and the quality of explanations, which is crucial for high-stakes applications.