Following this rigorous assessment of energy drift, we proceeded with free energy simulations to evaluate the consistency of dU dλ under the established and validated simulation conditions. This two-stage approach, beginning with energy drift analysis and proceeding to free energy calculations, provided a solid foundation for the reliable determination of free energy differences.