In establishing the proposed method, we systematically align the setups in the Screening and Design phases, focusing on two essential areas: Firstly, the objective function in the Design phase mirrors the desired target of the designed candidate molecules. In the warm-started COSMO-CAMD framework, the same target is also pursued during the Screening phase, leading to the utilization of the objective function from the Design phase as the screening criterion in the Screening phase.