Aligning with national strategies for technological innovation and industrial upgrading. Focusing on innovating the aviation-oriented curriculum for this field, this initiative addresses the digital transformation needs of the aviation industry, exploring new pathways for integrating architectural education with aviation. By analyzing smart trends and talent demands in airport construction, “Architecture + Aviation Focus + AI” is proposed. Key courses like Airport Clearance Technology and Smart O&M Simulation are developed, alongside innovative teaching practices. This research offers theoretical and practical support for cultivating interdisciplinary talent, supporting high-quality development in the aviation industry chain.