Hackathons are evolving from short-term competitions into strategic innovation ecosystems. Modern AI hackathons now act as talent discovery platforms, product pipelines, and community-led innovation hubs. As companies shift toward ecosystem-based hiring and open collaboration, initiatives like ET AI Hackathon 2.0 highlight how hackathons are shaping the future of enterprise innovation.