The cultivation of talents in higher education is a systematic project, among which the coherence and collaboration between the two academic levels of high school and university are of paramount importance. For a long time, the articulation of talent cultivation between high school and university is not close enough, and there are problems such as decreasing academic ability level, unclear learning goals and lower learning motivation among high school graduates, which seriously hinder the overall development of students and affect the quality of talent cultivation in higher education. Therefore, the purpose of this paper is to clarify the inner logical relationship between the talent cultivation of high school and university, to build a coherent talent cultivation mode of “joint action, joint research, joint sharing and joint win”, to build a talent cultivation community of high school and university, and to cultivate innovative talents for the future.