Applied Triple Helix (University-Government-Industry) Models for AI InnovationAI innovation is often collaborative, making the triple helix model a critical framework for understanding how AI systems evolve. Universities contribute to foundational research and talent development, governments provide strategy, regulations, and public policies, and industry drives commercialization and real world application. When these organizations coordinate, they increase the use of AI research in new solutions while aligning technological