The capacity for international communication is a critical indicator of a nation’s soft power, with the cultivation of high-caliber talent serving as the cornerstone of this development. Mastery of foreign languages is indispensable for enhancing international communication, and foreign language majors should aim to produce versatile professionals equipped with a strong sense of national identity, global awareness, and specialized expertise. This paper, grounded in the framework of the New Liberal Arts, proposes the establishment of an innovative talent cultivation platform within foreign language majors to enhance educational efficacy and better support the development of international communication competencies. The platform seeks to integrate resources across institutions and classrooms, providing interdisciplinary and cross-professional knowledge and skills. Its primary focus is on cultivating students’ abilities in critical areas such as comprehension, interpretation, analytical thinking, and innovation. Meanwhile, the platform is distinguished by four core features: broad scope, targeted relevance, adaptability, and a strong emphasis on practical application. It offers foreign language students an innovative environment to reinforce their foundational knowledge while enhancing their capacity to contribute to global communication efforts.