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物理AI走向真实世界：数据闭环是规模化落地的关键
IDC认为，硬件决定系统能否稳定进入现场，软件影响学习速度、验证效率和复制能力，数据闭环负责把应用需求、软件工具和硬件执行连接起来。物理AI未来的差距，会越来越多地体现在运行数据能否沉淀为场景资产、验证用例和模型更新。
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IDC Quanta: Your Analyst Team, Now in Your Inbox
This is the second post in Meet IDC Quanta, a short series showing what the product actually does, starting with the portal, then your inbox,...
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Industrial AI: why owning the context layer is the next big battle
Industrial data: from visibility to business value For more than a decade, industrial digital transformation centered on visibility. Manufacturers invested heavily in connected assets, historians,...
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WAIC 智能终端产业质变已至：现场实景和IDC数据告诉我们什么？
全球智能终端产业已正式告别概念化技术叙事，AI从附加功能升级为重构硬件、交互与产业格局的底层核心。对于不同角色的参与者而言，这场变化的含义与应对路径各不相同。
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AI算力加速向端侧下沉，边缘计算开启终端产业迭代新机遇
国际数据公司（IDC）最新预测数据显示，2026年全球Gen AI PC出货量将达0.5亿台、Gen AI手机将达4.32亿台，边缘算力正从概念走向规模化落地。本文为你拆解算力下沉的底层逻辑、终端变局与新兴赛道，并提供三类角色的可执行行动清单。
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IDC最新全球报告：2025年商用服务机器人出货15.5万台，中国厂商占全球九成，AI驱动行业迈向新十年
2025年全球商用服务机器人市场继续保持高速增长。全年市场规模达到13.7亿美元，同比增长35.7%；全年出货量约15.5万台，同比增长44.1%。
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The strategy behind today’s launch
Today we launched IDC Quanta. I led the strategy behind it, working closely with our product, research, and engineering teams to turn a point of...
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Dashboards Are Dead: The Future of Business Intelligence Lives in the Workflow
I spent much of my career helping organizations operationalize customer and employee intelligence. During that time, I watched an entire industry emerge around dashboards. Companies...
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