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Global tech powerhouses are actively advancing the integration and development of AI and quantum computing, ushering in the next wave of computing power revolution. Quantum computing, with its inherent advantages in handling high-dimensional optimization, many-body simulation, and stochastic combination problems, has become a key complement to HPC and AI computing architectures. Quantum computing particularly demonstrates practical potential in areas such as model compression, inference acceleration, and bandwidth optimization.