To tackle the above-mentioned challenges, we implemented Experiment Designer, Hardware Executor, Spectrum Analyzer, and Result Interpreter agents to automate HTS investigation of the substrate scope, such that the barrier for routine usage of HTS technology could be significantly lowered. The HTS substrate scope study consists of a series of subtasks, including HTS experiment design, automated HTS experiments, gas chromatography (GC) analysis, and results analysis (Fig. ).