This document presents a new first-principles calculation of field-dependent RF surface impedance for BCS superconductors, particularly focusing on SRF cavities. The study expands upon the Mattis-Bardeen theory, providing insights into how cavity performance can be improved and indicating that the reduction in resistance with increased field is an intrinsic effect. Overall, the findings align well with experimental results without the need for additional fitting parameters.