Conservation Framework and 2D Advection-Diffusion Simulation Universe OS is a cross-scale, strong-conservation, and high-performance numerical simulation framework designed to address long-standing challenges in traditional computational science, including poor numerical stability, lack of energy conservation, and fragmentation of multi-domain solvers. Through a unified mathematical foundation