Abstract: The construction of green mines is a powerful lever for ecological civilization construction in the mining industry. In the context of comprehensively promoting the construction of green mines, it is very important to explore replicable and promotable construction models. This paper systematically summarizes the connotation and advantages of the “cross cutting” mining mode in non-metallic open-pit mines, analyzes its practical path, existing problems, and puts forward policy recommendations. The research results show that “cross cutting” mining promotes mining enterprises to shift from focusing on ecological restoration and management at the backend to optimizing mining methods at the frontend, it helps to achieve coordinated development of resources, environmental protection, safety production, and economic growth, and is an innovative green mining model suitable for non-metallic minerals such as building materials. The practical path of this model includes four aspects: establishing standard specifications, conducting pilot demonstrations, strict classification management, and government led promotion. Currently, it faces four problems: long adjustment cycles of mining regulations, difficult supply of mining land, short-term impact of stable resource supply, and gradual manifestation of construction results in the later stage. On this basis, four policy recommendations are put forward. Firstly, to base on the actual situation of the mine and promote it according to local conditions. Secondly, to focus on work connection and break through policy bottlenecks. Thirdly, to carry out long-term tracking and improve policy standards. Fourthly, to adhere to systematic thinking and enhance endogenous motivation, in order to improve China’s green mine construction system and provide reference for building a beautiful China.