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2023年，大众投资约10亿欧元，在安徽合肥成立其在德国之外最大的综合性研发中心——大众汽车（中国）科技公司，实现了从设计、开发到测试乃至生产决策的本地化，将新车开发周期从50个月缩短至24个月，效率提升30%以上。2022年10月，大众投资24亿欧元，与中国科技企业地平线机器人成立合资公司酷睿程，这是大众在华最大单笔技术投资。2025年11月，酷睿程宣布使用自主设计研发的系统级芯片，为大众在华新能源车型提供智能化升级。贝瑞德表示，中国企业在数字化创新和快速迭代方面展现出强大能力，大众在车辆工程和安全标准方面有着数十年积累，“德国经验与中国速度相结合，能诞生十分适合中国消费者的解决方案。”
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This was a useful reminder: even with a correct architecture, geography matters.
Walker observed a modest but rising share of management teams explicitly mentioning AI when discussing hiring freezes or layoffs. The companies that discussed AI in the context of their workforce reduced their job openings by 12% over the past year, a steeper drop than the 8% reduction seen across all companies. While the current correlation between AI adoption and broad labor market outcomes remains small and statistically insignificant, Goldman’s baseline forecast is that 6% to 7% of workers—roughly 11 million jobs—will eventually be displaced by AI automation over the long term.