Abstract: People's supervision and self-revolution are the "Two Answers" to the question of jumping out of the cyclical rate of history that the Communist Party of China (CPC) has explored after a hundred years of struggle, and they contain profound historical and philosophical significance. Analyzed from the perspective of philosophy of history, the philosophical thinking contained in the "Two Answers" transcends the traditional cyclical view of history in China and the West, and fully demonstrates the CPC's correct grasp of the progressiveness, evolutionary, and realism of the historical materialism. On the road of Chinese modernization, the "Two Answers" can help ensure the stability of Chinese modernization, help inject inexhaustible power into the road of Chinese modernization, and help realize the highest value pursuit of Chinese modernization. In the final analysis, the "Two Answers" and the success of Chinese-style modernization together highlight the Chinese Communist Party's exploration of the Chineseization and modernization of Marxism can.