Our capstone project develops a Chinese Classical Music Generation Agent, a structured AI system for producing culturally authentic music at scale. Unlike generic music models, our approach uses a multi-stage pipeline—from composition planning to structure generation and audio synthesis—to ensure controllability and consistency. The system is designed to address the limitations of one-shot generation, particularly in domains requiring strong cultural and structural constraints. We validate its commercial potential through market analysis, competitive positioning, and a scalable B2B/B2C revenue model.