Cognitive Alignment · Scenario Deepening · Ecological Collaboration: The Core Paradigm and Path of Al Evaluation in the Future

Against the background of the in-depth evolution of artificial intelligence toward generalization, scaling, and industrialization, AI evaluation has been upgraded from a single technical verification tool to core infrastructure that influences global technological competition, industrial layout, and governance rules. Based on a global perspective, combined with cutting-edge global theoretical innovations and practices, this paper proposes three core trends for future AI evaluation: the alignment of the essence of intelligence centered on "Cognitive Science", the in-depth penetration from general benchmarks to vertical scenarios, and diversified collaborative governance supported by platformization. This paper systematically analyzes the theoretical logic, global practical paths and core industrial values of each trend, and introduces typical global cases to provide forward-looking and operable think-tank references for global policymakers, research institutions and industries, so as to promote the development of AI evaluation in a more scientific, practical and governance-effective direction.

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