In the process development, the scale-up investigation serves as a critical phase to determine whether a small-scale chemistry is suitable for further large-scale synthesis with similar reaction efficiency . Here, we used the high-yield reaction conditions found in the previous reaction optimization task for targeting 1 gram scale synthesis of the compound 12b to demonstrate the utility of LLM-based agents in facilitating the reaction process development.