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Driven by growing market demand, the semiconductor industry is experiencing sustained expansion. As advanced processes and packaging technologies continue to evolve, these advancements not only enhance chip performance but also enable practical AI implementation. The industry is now at a critical juncture where technological innovation and market needs are simultaneously pushing boundaries. Edge AI offers a transformative opportunity to enhance efficiency and quality in the following downstream semiconductor manufacturing processes.