I. Helix Models: Evolution and Limitations in Sustainability Helix models have evolved to address complex innovation ecosystems. The Triple Helix Model (3HM) emphasizes collaboration among academia, industry, and government to drive economic growth . The Quadruple Helix Model (4HM) expands this by integrating civil society, recognizing the role of public engagement in innovation . Finally,…