Under the new situation of social transition and alloverdeep transformation, the influential factors of society stability are increasing and complicating, which is not conducive to building harmony society increasingly. How to maintain society stability and its development orderly and harmoniously? It needs to take innovation of social governance as a platform and grasp its connotation spirits deeply, especially to transcend traditional social stability system from paths of transforming stability idea, strengthening cohesion of system, establishing a new pattern of society stability and some operating mechanisms, so the changes of society dynamic stability and harmony can be promoted continuously.