Incorruptible education in universities is not only a significant support for strengthening university Party-building and promoting the comprehensive and strict governance of the Party in the new era, but also a crucial part of cultivating new talents capable of taking on the responsibility of national rejuvenation. Under the new situation of making Further progress in party self-governance, there are still some urgent problems in university incorruptible education, such as the weak construction of the collaborative mechanism, the lack of pertinence in education, and the lack of innovation in educational carriers. To adapt to the new situation, the construction of the university’s incorruptible education system should establish a large-scale collaborative and all-round education pattern, implement targeted and hierarchical education, and carry out diversified education with rich content.