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演示结束后，机器人还能继续工作吗？“杭州的下一步”追问机器成为日常工作一部分所需的条件。卡片是AI概念插图，不是杭州已投入运营服务的实拍照片。
感知、决策、行动，然后重复。拿起一只杯子只是开始。不同物体、拥挤空间、中断情况和身边的人，使持续工作成为不同于一次成功演示的问题。
本系列提出四个问题。可靠性：能否持续完成任务？人的支持：谁来准备、监督和介入？经济性：结果能否抵得上全部运营成本？安全：出错时如何处理，由谁负责？
演示只提供一部分证据。判断能否持续使用，还需要真实条件下的后续核实、维护记录，以及对付费客户和操作、维护人员而言可衡量的结果。
贸易让货物流动，代码协调活动，物理AI让机器参与行动。这是观察杭州的三个视角，并不意味着一个时代取代另一个时代。“下一步”描述的是可能性与必要条件，不是已经在全城实现的未来。
本网页编辑稿依据所提供的影像及所列来源撰写，与原始 Instagram 配文有所区别。
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2026-09-18从Instagram核对，未保留原始换行。
The demo ends. Can the robot keep working? HANGZHOU — INTELLIGENCE IN MOTION 🤖🌃🇨🇳 杭州 · NEXT A robot carrying a package or handling a cup is an interesting scene. The more important story begins when it has to repeat the task in everyday conditions. Different objects. Busy spaces. Unexpected interruptions. People working nearby. This chapter explores what it would take for physical intelligence to become useful, repeatable work. Swipe to explore what still needs proof → Sense → Decide → Act → Repeat We follow familiar objects from the earlier chapters — tea, ceramics and packaged goods — into scenes of people and machines working together. These are concept illustrations, not claims that the pictured services are already operating in Hangzhou. They help frame the questions B2AGI wants to investigate: • Reliability — can the system keep completing the task? • Human support — who prepares, supervises and intervenes? • Economics — does the value justify the full operating cost? • Safety — how are failures handled, and who is responsible? A successful demonstration is one piece of evidence. Deployment requires evidence from continued use: real customers, operating conditions, maintenance and measurable outcomes. B2AGI take: THE FUTURE HAS TO WORK. For customers who pay. For people who use and maintain it. For the places where it operates. Across this series, we have read Hangzhou through three lenses: TRADE — moving goods. CODE — coordinating activity. PHYSICAL AI — machines acting in the world. These layers coexist. The question is how they work together to create lasting value. 📍 Hangzhou · Zhejiang · China 🤖 Lens: Physical AI · robotics · deployment conditions 🔎 Approach: B2AGI analytical questions for field verification 🎨 Visuals: AI concept illustrations; not evidence of deployment ⚠️ NEXT describes possibilities and requirements, not a confirmed citywide future B2AGI — Physical AI Deployment Intelligence We go where intelligence becomes physical. 🌐 b2agi.com #B2AGI #PhysicalAI #Robotics #Hangzhou #DeploymentIntelligence
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