In this study, we propose an analytic statistical mechanics approach to solve a fundamental problem in biological physics called protein design. Protein design is inverse of structure prediction, and its solution the amino acid sequence that best stabilizes given conformation. Despite recent rapid progress using deep learning, challenge exploring principles remains. Contrary previous computatio...