摘要 Abstract 
本演講聚焦邊緣AI主戰場，剖析台灣在硬體製造基礎下的優勢與轉型缺口，透過分享國際案例，凸顯軟體與服務如何重新定義邊緣AI方案創造的用戶價值，此外進一度探討軟體釋放硬體潛能的關鍵，最後分享後續的政策或研究方向，引導思考如何讓台灣產業從硬體信賴跨越至系統信賴，建構具動能的 AI 新生態。
Focusing on the competitive landscape of Edge AI, this session examines Taiwan’s hardware advantages alongside its strategic gaps. Dr. Lin highlights how software-driven services are redefining user value through international benchmarks. By exploring how software optimizes hardware potential, this talk proposes a roadmap for transitioning from 'Hardware Trust' to 'System Trust'—a critical move to accelerate Taiwan's AI ecosystem.