In this talk we consider the reducibility of the smooth linear quasi-periodic system in a certain matrix Lie algebra. Different from classical smooth results, our result requires smallness conditions only on a fixed low Sobolev norm of the first perturbation. As an application, we apply our results to smooth quasi-periodic Schr\"odinger equations to study the Lyapunov stability of the equilibrium and the existence of quasi-periodic solutions.