The general synthetic iteration scheme (GSIS) is extended to find the steady-state solution of nonlinear gas kinetic equation, removing long-standing problems slow convergence and requirement ultra-fine grids in near-continuum flows. key ingredients GSIS are that equation macroscopic equations tightly coupled, constitutive relations explicitly contain Newton's law shear stress Fourier's heat co...