Abstract: As the core interface linking city and village, as well as industry and daily life, the marginal spaces of industrial urban villages have become a prominent challenge in incremental urban regeneration due to their disorderly evolution and inefficient utilization. Based on self-organization theory and taking Dounan Village, Chenggong District, Kunming City, Yunnan Province as a case study, this paper identifies the fragmented morphology, unbalanced functional coupling, and degraded environmental quality caused by its self-organized evolution. Accordingly, this paper proposes a 'progressive synergy' renewal framework consisting of structural guidance, interactive interfaces, adaptive support, and collaborative governance. By integrating top-down flexible guidance with bottom-up autonomous practices, the framework facilitates the gradual transformation of marginal spaces from disorder to order, providing a reference for the low-cost and sustainable regeneration of marginal spaces in industrial urban villages.