1. Edge AI is a decentralized approach to AI architecture, processing data near the user rather than in the cloud. 2. Benefits include lower costs, reduced energy consumption, better data protection, and more robust applications. 3. Potential applications in industries like automotive, machinery, and medical technology are vast, but a holistic approach is needed to fully leverage Edge AI's capabilities.