户外炫光让机器人 "瞬间失明"、商场跌倒识别与小区宠物粪便排查等安防需求碎片化难解、100 元报销需 经八人审批 ……这些曾长期困扰空间运营的痛点，在12月12日上海国际传媒港举行的万物云睿见大会 2025"睿见・灵石" 圆桌论坛上，被一一拆解为 AI 赋能的鲜活实践。 这场以《存量时代的突围与共生：智慧空间的韧性考验》为主题的对话，汇聚了资产持有方、技术提供 方、物业服务方、与学术机构代表，在中央经济工作会议 "好房子建设" 与 "房地产发展新模式" 的政策导向 下，共同探寻存量资产盘活的核心密码。 政策锚点：存量博弈催生韧性新需求 万勋科技创始人王峥分享了机器人户外应用的突破："没有 AI 赋能前，工厂里表现优异的机器人，拿到室 外遇到炫光就会'失明'，瞬间回到史前时代。"AI 技术让机器人的光线识别能力提升 1-2 个数量级，低成本 的户外清洁、安防机器人得以普及，成功应对了环境不确定性带来的运营挑战。 高仙科技创始人程昊天则聚焦安防领域的碎片化困境："十年前安防机器人根本做不起来，商场要识别奔跑 跌倒、小区要排查违停与宠物粪便，需求太过多样，传统算法下成本高昂且难以解决。" 大模型与深度学习 技术的突 ...

Core Viewpoint - The Shandong provincial government has issued the "Implementation Opinions on Promoting New Urban Infrastructure Construction to Build Resilient Cities," aiming to enhance urban resilience against disaster risks through the integration of new information technologies with urban infrastructure [2] Group 1: Goals and Objectives - The implementation plan sets two key milestones: by 2027, a comprehensive standard and mechanism for new urban infrastructure will be established, and by 2030, a complete digital transformation of urban infrastructure will be achieved [2][3] - The focus is on creating a unified, interconnected information platform across the province, enriching smart application scenarios, and providing replicable and promotable experiences for urban resilience [2] Group 2: Infrastructure Resilience - The plan emphasizes the importance of assessing existing urban infrastructure and old buildings to identify weaknesses and implement targeted improvements [3] - Two major projects are highlighted: the Urban Infrastructure Lifeline Safety Project, which involves installing IoT smart sensing devices for real-time monitoring, and the Building Lifecycle Safety Supervision Project, which aims to enhance safety management during construction using advanced technologies [3] Group 3: Spatial Resilience - The implementation plan outlines four key application scenarios to optimize urban living: improving road travel with smart infrastructure, enhancing public space management, developing smart residential areas, and upgrading digital home environments [4] - These initiatives focus on integrating smart technologies to improve safety, convenience, and efficiency in urban living [4] Group 4: Management Resilience - The plan aims to enhance urban governance through the establishment of a city information model (CIM) platform and a comprehensive urban operation management service platform [5] - This includes integrating various data sources to create a digital sandbox for urban planning and ensuring coordinated management across different governmental levels [5]