This chapter reflects on the philosophical and practical significance of the China-Canada Intercultural Reciprocal Learning Research Program (2008–2019), which sought to foster genuine understanding between Chinese and Canadian educators through collaborative inquiry rather than mere cultural comparison. Grounded in narrative inquiry, the study examines how reciprocal learning—distinct from cooperative learning—facilitates deeper intercultural dialogue by emphasizing mutual benefit, equal exchange, and the cultivation of “We-consciousness”. Through case studies of teacher partnerships, the analysis reveals contrasting pedagogical approaches: Chinese educators prioritize structured, outcome-oriented instruction rooted in Confucian traditions, while Canadian teachers emphasize student autonomy, interdisciplinary integration, and process-based learning influenced by constructivist principles. The discussion highlights both the possibilities and challenges of cross-cultural educational exchange, arguing that reciprocal learning moves beyond “harmony with difference” (和而不同) toward “Harmony for Shared Prosperity” (美美与共)—a framework that actively celebrates cultural diversity while fostering shared growth. The chapter concludes by positioning reciprocal learning as a vital pathway for global educational collaboration in an era of geopolitical tension, offering insights for comparative education research and intercultural pedagogy.