Result Interpreter further concluded that the rate constant for the product overoxidation (𝑘 3 ) was larger in MeCN than that in DMSO, indicating that the product overoxidation rate had strong dependence on the reaction solvent choice (Supplementary Information Section 4.5). This analysis highlighted that the Result Interpreter agent had the ability to understand the underlying kinetics behind the observed the reaction selectivity. Even though we provided the kinetic model to the Result Interpreter here without demonstrating the agent's ability to identify the suitable kinetic model among various possible kinetic models, the self-driven kinetic model identification has already been shown to be feasible using conventional statistical or machine-learning algorithms , which should be able to be integrated into the LLM kinetic analysis workflow.