This document is a technical report detailing the WEDA-Powered Edge AI Platform, which integrates WEDA Edge and WEDA Cloud to offer a comprehensive architecture for Edge AI deployment. It outlines the evolution of AIoT application engineering from past siloed systems to a future of seamless orchestration, zero-touch deployment, and an autonomous AI ecosystem. The report describes the functionalities of the Advantech Container Catalog, which simplifies the development process by providing ready-to-use containers and standardized APIs, thus bypassing infrastructure complexities. It further explains the platform's capabilities in device management, data harvesting, and AI model management, emphasizing features like digital twin synchronization and remote monitoring. The document presents a block diagram illustrating the system architecture, which supports cross-platform capability and emphasizes ease of scaling and maintenance through automated provisioning and centralized control. Overall, the report serves as a guide for developers looking to accelerate Edge AI innovation and efficiency.