In the context of accelerated global green and low-carbon transformation, solid-state batteries, as a core breakthrough point in next-generation energy storage technology, are not only reshaping the landscape of the new energy industry chain through technological iteration and industrialization but also serving as a typical sample for observing the formation mechanism of new productive forces. Based on the theoretical framework of industrial synergy, this paper analyzes the interactive mechanism between technological evolution in the solid-state battery field, industrial ecology construction, and the upgrading of green equipment in the manufacturing industry. The research shows that the deeply integrated innovation consortium of government, industry, academia, research, and application drives the industrial chain to shift from single-point innovation to systematic synergy by breaking through key technological bottlenecks such as mass production of solid electrolytes and solid-solid interface optimization. This provides a new path for the lightweighting, high safety, and low-carbon development of green energy equipment in the manufacturing industry. Facing the challenges of cost, standards, and ecological synergy, it is necessary to build a trinity system of “technological breakthroughs — scenario innovation — financial support” to accelerate the value transformation of new productive forces in the field of green manufacturing.
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