Based on the collective input of Dagstuhl Seminar (21342), this paper presents a comprehensive discussion AI methods and capabilities in context edge computing, referred as Edge AI. In nutshell, we envision to provide adaptation for data-driven applications, enhance network radio access, allow creation, optimisation, deployment distributed AI/ML pipelines with given quality experience, trust, s...