A new AI-driven diagnostic system for traditional Chinese medicine enhances transparency and interpretability in treatment planning by utilizing a knowledge graph and multimodal interactions. The system shows significant improvements in diagnostic trust and reduces cognitive load for users, indicating a promising advancement in AI-assisted healthcare applications.