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  "name": "Lim Tern Poh",
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  "title": "AI战略、产品与企业转型领导者",
  "location": "新加坡",
  "summary": "林腾宝常驻新加坡，从事AI战略、产品与企业转型工作。于2026年10月加入NCS，担任企业AI平台与产品首席产品总监（Principal Product Director, Enterprise AI Platforms and Products）。此前任德勤AI & Data经理，负责亚太地区的企业AI部署与数据现代化工作，任职至2026年9月。他曾在游族带领10人团队推进Slick.AI平台的产品工作，并曾任新加坡全国人工智能核心副总监（战略与特别项目）。他是AI就绪度指数（AIRI）的设计者之一，曾参与制定TR 99:2021 AI安全技术参考。他还担任新加坡社科大学SUSS Academy行业顾问，支持继续教育与培训课程的质量及行业相关性。他拥有国大与北大分别授予的MBA学位，以及国大计算机硕士（人工智能方向）学位。",
  "short_summary": "林腾宝常驻新加坡，于2026年10月加入NCS，担任企业AI平台与产品首席产品总监（Principal Product Director, Enterprise AI Platforms and Products）。他此前任德勤AI & Data经理，任职至2026年9月，并担任新加坡社科大学SUSS Academy行业顾问。他曾任新加坡全国人工智能核心副总监（战略与特别项目），是AIRI设计者之一，也曾在游族带领AI产品团队。他拥有国大与北大分别授予的MBA学位，以及国大计算机硕士（人工智能方向）学位。",
  "career_objective": "当前专注于NCS企业AI平台与产品工作，涵盖产品路线图、定位与采用。欢迎围绕AI领导实践与实际交付开展交流，包括涉及中国与东盟的工作。",
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    "客座讲座与高校兼职教学机会",
    "高管、董事会与理事会顾问机会",
    "媒体评论",
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      "takeaways": [
        "明确AI试点需要支持的业务决策。",
        "检查交付所需的数据、技能与负责人。",
        "确定继续、调整或停止项目所需的依据。"
      ],
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      "title": "AI智能体：谁能决定，谁能行动？",
      "audience": "高管、产品负责人及AI风险管理团队",
      "takeaways": [
        "区分智能体的建议、决策与行动。",
        "设定访问权限，并明确哪些行动需要人工审批。",
        "选择故障测试、审查记录与上报处理规则。"
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      "title": "AI进入不同市场，需要调整什么？",
      "audience": "将AI应用拓展到不同市场的业务与产品团队",
      "takeaways": [
        "识别需要本地测试的语言与用户场景。",
        "比较模型访问、成本与实际使用限制。",
        "判断哪些做法可以复用，哪些需要本地调整。"
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  "teaching": {
    "intro": "林腾宝曾在国大MBA科技俱乐部的AI for Business Leaders系列工作坊授课并主持讨论，也曾在国立教育学院（NIE）的网络研讨会上为教育工作者介绍AI。拟授主题涵盖业务决策、AI风险与AI工作流设计。",
    "availability": "欢迎客座讲座、高校短期课程及兼职教学邀请。授课范围和深度可按课程要求、学员背景与学习目标商定。",
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          "明确AI应用应支持的决策与业务价值。",
          "识别数据、团队技能与交付责任方面的缺口。",
          "提出继续、调整或停止方案的建议。"
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        "title": "将AI风险转化为设计要求",
        "audience": "商科与计算机专业学生、在职专业人士",
        "outcomes": [
          "识别AI系统影响的人群与可能出现的故障。",
          "明确风险决策与人工审查的责任归属。",
          "比较透明度、安全与人工监督措施。"
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        "title": "设计与测试AI智能体工作流",
        "audience": "计算机专业学生与AI应用开发人员",
        "outcomes": [
          "说明模型、工具与人在工作流中的分工。",
          "界定允许执行的行动与人工审批环节。",
          "根据任务要求与潜在故障场景测试原型。"
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      "label": "拟议课程示例",
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      "format": "60分钟 · 讨论与小组练习 · 无需编程",
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        {
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          "activity": "分组评审方案"
        },
        {
          "minutes": 5,
          "activity": "提出继续、修改或停止的建议"
        }
      ],
      "output": "提交一页建议，写明业务负责人、一项成功测试、一项失败测试，以及人工审核的边界。",
      "criteria": [
        {
          "name": "业务决策",
          "standard": "写明决策、受影响的用户、负责人及预期价值。"
        },
        {
          "name": "准备程度",
          "standard": "指出数据、技能及交付责任方面的具体差距。"
        },
        {
          "name": "控制措施",
          "standard": "将可能的失败与合理的权限限制及人工审核对应起来。"
        },
        {
          "name": "最终建议",
          "standard": "以可检验的标准说明继续、修改或停止的理由。"
        }
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        "learners": "适用学员",
        "format": "形式",
        "scenario": "虚构情境",
        "outline": "课程流程",
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        "assessment": "评估标准",
        "minutes": "分钟"
      }
    },
    "curriculum_advisory": {
      "label": "课程顾问",
      "title": "SUSS Academy · 行业顾问",
      "summary": "自2026年9月起担任行业顾问，支持继续教育与培训课程的课程设置、课件、评估及学员发展路径。",
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    "医疗科技（MedTech）创业实践",
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    "电信",
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    "消费品与大宗商品",
    "Google Cloud",
    "生成式AI平台",
    "智能体开发框架",
    "数据管理系统",
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    "可信AI治理与TR 99对高管的启示",
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    "管理者需要理解的模型风险与AI安全",
    "大语言模型（LLM）成本下降对商业的影响"
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      "path": "/speaking/",
      "cta_label": "查看演讲主题与过往活动",
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      "summary": "结合MBA工作坊与面向教育工作者的AI分享经历，提供AI业务决策、治理与智能体工作流相关的客座讲座和高校教学。",
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      "contact_subject": "Guest lecture or university teaching enquiry"
    },
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      "id": "executive_board_advisory",
      "priority": 3,
      "title": "面向董事会与理事会的AI顾问合作",
      "summary": "结合AIRI设计与标准编制经历，为董事会、理事会和管理团队提供AI就绪度、风险与监督方面的专业意见。",
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      "contact_subject": "Board, council or executive AI advisory opportunity"
    },
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      "summary": "欢迎就AI应用、模型成本与本土化进行采访，相关观点曾获ThinkChina与《联合早报》引用。",
      "path": "/writing/",
      "cta_label": "浏览文章与媒体评论",
      "contact_subject": "AI media commentary request"
    },
    {
      "id": "startup_mentoring",
      "priority": 4,
      "title": "创业导师",
      "summary": "欢迎AI创业者就产品方向、商业模式与市场进入策略洽谈创业辅导。",
      "path": "/innovation/",
      "cta_label": "了解创业辅导经历",
      "contact_subject": "Startup mentoring enquiry"
    }
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      "推进产品市场推广，并以采用情况及产品成效衡量进展",
      "与架构及交付团队合作，将需求转化为可复用产品"
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      "highlights": [
        "汇总业务部门及项目团队的需求，制定统一的产品路线图",
        "面向内部用户与外部客户，规划平台能力及AI产品的组合与定位",
        "推进产品市场推广，并以采用情况及产品成效衡量进展",
        "与架构及交付团队合作，将需求转化为可复用产品"
      ],
      "tags": [
        "企业AI平台",
        "产品战略",
        "产品路线图",
        "市场推广"
      ],
      "source_ids": [
        "lim_tern_poh_owner_confirmed_ncs_2026",
        "ncs_sunshine_core_2026"
      ]
    },
    {
      "company": "新加坡社科大学 SUSS Academy",
      "role": "行业顾问（Industry Advisor）",
      "location": "新加坡",
      "period": "2026年9月至今",
      "current": true,
      "category_id": "advisory_appointments",
      "description": "担任SUSS Academy行业顾问，支持其继续教育与培训（CET）课程的质量及行业相关性。",
      "highlights": [
        "为课程设置、教材、培训资料及考核提供建议",
        "提供独立的行业视角，并促进研究、战略与学术合作",
        "支持学员的教育与职业发展机会及路径"
      ],
      "tags": [
        "行业顾问",
        "继续教育与培训",
        "课程质量",
        "产学合作"
      ],
      "source_ids": [
        "suss_academy_industry_advisor_2026"
      ]
    },
    {
      "company": "德勤",
      "role": "AI & Data 经理",
      "location": "新加坡",
      "period": "2024年10月至2026年9月",
      "current": false,
      "category_id": "ai_leadership_delivery",
      "description": "曾带领4名部署策略师，分布在日本（2名）、台湾（1名）和新加坡（1名），为一家跨国半导体公司提供服务。曾与客户团队驻场协作，推动企业AI落地，支持Claude部署、API接入、智能体工作流与AI产品开发，并为智能体产品设计与运行机制工程（harness engineering）提供建议。",
      "highlights": [
        "曾与客户团队驻场协作，解决AI采用中的问题，支持Claude部署、API接入及智能体工作流开发",
        "为咨询团队及客户AI团队提供智能体产品设计与运行机制工程建议，支持运营规划用例",
        "设计基于Google Cloud的目标运营模式，明确数据权责、治理安排与平台工作流程",
        "带领20人的区域团队，开展从Oracle报表系统到Google Cloud的迁移工作",
        "带领团队更新区域数据治理框架，涵盖价值衡量与数据全生命周期管控"
      ],
      "tags": [
        "驻场AI落地",
        "智能体AI",
        "Claude",
        "智能体运行机制工程",
        "团队领导",
        "数据治理"
      ],
      "source_ids": [
        "gitex_asia_2025",
        "linkedin_public_profile",
        "linkedin_role_dates_2026_09",
        "lim_tern_poh_owner_confirmed_deloitte"
      ]
    },
    {
      "company": "Yoozoo Games AI Innovation Lab (AI2Labs)",
      "role": "高级AI产品经理",
      "location": "新加坡",
      "period": "2022年3月至2022年11月",
      "current": false,
      "category_id": "ai_leadership_delivery",
      "description": "带领10人的跨职能团队推进Slick.AI产品工作，服务游戏工作室与外部开发者。",
      "highlights": [
        "制定产品路线图，协调机器学习能力、业务目标与用户需求",
        "改进用户体验，并引入面向非技术用户的无代码界面",
        "制定面向内部游戏工作室与外部开发者的产品推广策略"
      ],
      "tags": [
        "AI产品",
        "产品管理",
        "AI商业化",
        "用户体验"
      ],
      "source_ids": [
        "nus_profile",
        "nus_mba_journey",
        "linkedin_public_profile",
        "linkedin_role_dates_2026_09"
      ]
    },
    {
      "company": "新加坡全国人工智能核心",
      "role": "副总监（战略与特别项目）",
      "location": "新加坡",
      "period": "2021年6月至2022年3月",
      "current": false,
      "category_id": "ai_leadership_delivery",
      "description": "参与国家级AI就绪度、咨询与产品项目，帮助企业把需求转化为可落地的AI选择。",
      "highlights": [
        "是新加坡AI就绪度指数（AIRI）框架的设计者之一",
        "从AIAP第二批学员和高级AI工程师逐步晋升至顾问和领导岗位",
        "使新加坡全国人工智能核心项目更贴近企业AI就绪度需求",
        "帮助管理者梳理可落地的AI用例"
      ],
      "tags": [
        "AIRI",
        "AI战略",
        "产品",
        "市场进入策略",
        "企业级AI"
      ],
      "source_ids": [
        "gitex_asia_2025",
        "aisingapore_airi",
        "aisingapore_aiap_career_transformation",
        "nus_profile",
        "linkedin_public_profile",
        "linkedin_role_dates_2026_09"
      ]
    },
    {
      "company": "新加坡全国人工智能核心",
      "role": "AI工程、咨询与标准相关岗位",
      "location": "新加坡",
      "period": "2018年11月至2021年6月",
      "current": false,
      "category_id": "ai_leadership_delivery",
      "description": "从AIAP学员逐步晋升为高级AI工程师、资深AI顾问（Principal AI Consultant）及AI标准与咨询助理负责人，工作涵盖应用型AI、企业咨询、安全指导与开源工具。",
      "highlights": [
        "AIAP学员：2018年11月至2019年8月",
        "高级AI工程师：2019年8月至2020年2月",
        "资深AI顾问（Principal AI Consultant）：2020年3月至2020年11月",
        "AI标准与咨询助理负责人：2020年11月至2021年6月",
        "帮助企业定义并构建最小可行AI模型",
        "为RenalTeam项目界定问题、探索数据、选择特征，并协助训练采用一周预测窗口的模型",
        "经过七个月工作，RenalTeam模型在一周预测窗口下的表现与医疗团队相当",
        "2020年至2021年，代表新加坡全国人工智能核心担任新加坡人工智能技术委员会（AITC）成员，并作为AI安全工作组成员参与编制TR 99:2021人工智能安全技术参考。",
        "在FOSSASIA 2020分享新加坡全国人工智能核心开源工具AI Bricks"
      ],
      "tags": [
        "AI治理",
        "AI标准",
        "AI安全",
        "AI Bricks",
        "企业AI"
      ],
      "source_ids": [
        "fossasia_2020",
        "aisingapore_fossasia_2020",
        "aisingapore_renalteam_2019",
        "aisingapore_aiap_career_transformation",
        "zaobao_ai_engineer_certification_2019",
        "linkedin_public_profile",
        "ies_ai_industry_4_pdf",
        "singapore_standards_tr99",
        "lim_tern_poh_owner_confirmed_aitc",
        "linkedin_role_dates_2026_09"
      ]
    }
  ],
  "selected_innovation": [
    {
      "group_id": "ai_adoption",
      "title": "SG Weather Ops Dashboard",
      "role": "项目作者",
      "period": "公开项目",
      "summary": "使用Codex和Claude Code构建天气看板，涵盖产品决策、实现、调试与验证。公开仓库展示了AI辅助开发的工作流程。",
      "tags": [
        "AI辅助开发",
        "Codex",
        "Claude Code",
        "公开仓库"
      ],
      "source_ids": [
        "sg_weather_ops_dashboard_repo",
        "aisingapore_aixtech_certificate_2026"
      ],
      "diagram": {
        "title": "SG Weather：个人开发项目",
        "description": "根据公开代码库绘制的简化架构。看板调用Express API；API将地点及天气快照存入SQLite，并获取新加坡天气数据。",
        "client": "看板 · React / Vite",
        "api": "API · Express",
        "store": "存储 · SQLite / Drizzle",
        "provider": "天气 · data.gov.sg",
        "source_label": "阅读架构与开发案例",
        "source_url": "https://github.com/optiflow/sg-weather-ops-dashboard#architecture"
      }
    },
    {
      "group_id": "ai_adoption",
      "title": "新加坡全国人工智能核心AI应用与AIRI工作",
      "role": "副总监（战略与特别项目）及资深AI顾问（Principal AI Consultant）",
      "period": "2018-2022",
      "summary": "参与AI就绪度、咨询、产品、标准、安全和AI应用交付工作。",
      "tags": [
        "AI落地",
        "AIRI",
        "AI标准",
        "企业AI"
      ],
      "source_ids": [
        "nus_profile",
        "gitex_asia_2025",
        "aisingapore_airi",
        "aisingapore_aiap_career_transformation",
        "linkedin_public_profile",
        "singapore_standards_tr99"
      ]
    },
    {
      "group_id": "ai_adoption",
      "title": "RenalTeam肾病患者住院风险预测",
      "role": "高级AI工程师",
      "period": "2019年",
      "summary": "与团队界定问题、探索数据、选择特征，并训练采用一周预测窗口的模型。经过七个月的项目工作，模型表现与RenalTeam医疗团队相当。",
      "tags": [
        "应用型AI",
        "医疗",
        "问题界定",
        "决策支持"
      ],
      "source_ids": [
        "aisingapore_renalteam_2019",
        "medium_kidney_hospitalisation_2019"
      ]
    },
    {
      "group_id": "mentoring_ecosystem",
      "title": "Google for Startups与500 Global创业导师",
      "role": "创业导师",
      "period": "过往项目",
      "summary": "曾通过Google for Startups和500 Global项目辅导AI原生创业者，围绕AI战略、产品方向和市场进入策略提供建议。",
      "tags": [
        "创业导师",
        "AI战略",
        "产品",
        "市场进入策略"
      ],
      "source_ids": [
        "sginnovate_ai_business_leaders",
        "google_for_startups_accelerator_sea",
        "linkedin_public_profile",
        "nus_profile"
      ]
    },
    {
      "group_id": "venture_building",
      "title": "Antler Singapore驻场创始人",
      "role": "驻场创始人（Founder-in-Residence）",
      "period": "2024",
      "summary": "在完成国大-北大MBA期间加入Antler Singapore创业孵化项目，探索早期AI创业方向和商业验证。",
      "tags": [
        "Antler",
        "创业实践",
        "AI创业",
        "商业验证"
      ],
      "source_ids": [
        "nus_profile",
        "sginnovate_ai_business_leaders",
        "linkedin_public_profile"
      ]
    },
    {
      "group_id": "venture_building",
      "title": "杜克-国大医疗科技（MedTech）创新",
      "role": "Health Innovator Programme商业方向成员（Business Fellow）",
      "period": "2023",
      "summary": "作为杜克-国大跨职能团队成员，与临床医生共同开发宫颈癌筛查创新项目。该项目于2024年3月在新加坡提交专利申请；国大资料显示，项目也获得5万新元创新资助。",
      "tags": [
        "MedTech",
        "杜克-国大",
        "专利申请",
        "创新资助"
      ],
      "source_ids": [
        "nus_profile",
        "duke_nus_dhip",
        "dhip_patent_filing_2024"
      ]
    },
    {
      "group_id": "venture_building",
      "title": "国大GRIP Wise / WiSeCue",
      "role": "COO",
      "period": "2020",
      "summary": "在国大GRIP项目中担任Wise/WiSeCue COO。该项目围绕用于植入物监测的无线传感平台展开。",
      "tags": [
        "国大GRIP",
        "WiSeCue",
        "医疗传感",
        "创业实践"
      ],
      "source_ids": [
        "nus_grip_wise_factbook_2020"
      ]
    }
  ],
  "selected_projects": [
    {
      "name": "德勤企业AI实践",
      "type": "企业AI交付",
      "summary": "带领4名部署策略师，与客户团队协作，支持Claude部署、API接入与智能体工作流开发。",
      "contribution": "带领4名部署策略师，并与客户团队驻场协作。",
      "home_order": 1,
      "primary_source_id": "linkedin_public_profile",
      "primary_source_url": "https://www.linkedin.com/in/ternpohlim/",
      "source_ids": [
        "linkedin_public_profile",
        "lim_tern_poh_owner_confirmed_deloitte",
        "linkedin_role_dates_2026_09"
      ]
    },
    {
      "name": "游族Slick.AI产品管理",
      "type": "AI产品领导力",
      "summary": "带领10人的跨职能团队推进Slick.AI产品工作，协调路线图、用户体验与业务需求。",
      "contribution": "带领跨职能团队并制定产品路线图。",
      "home_order": 2,
      "primary_source_id": "linkedin_public_profile",
      "primary_source_url": "https://www.linkedin.com/in/ternpohlim/",
      "source_ids": [
        "linkedin_public_profile",
        "linkedin_role_dates_2026_09",
        "nus_profile",
        "nus_mba_journey"
      ]
    },
    {
      "name": "AI就绪度指数（AIRI）",
      "type": "国家级AI框架",
      "summary": "帮助组织评估AI成熟度、能力差距和AI就绪度的行业框架。",
      "contribution": "作为AIRI设计者之一，参与设计该框架。",
      "result": "AIRI为组织评估AI成熟度、能力差距和AI就绪度提供结构化方法。",
      "home_order": 3,
      "primary_source_id": "aisingapore_airi",
      "primary_source_url": "https://aisingapore.org/ai-readiness-index-where-are-you-on-the-ai-journey/",
      "source_ids": [
        "gitex_asia_2025",
        "aisingapore_airi"
      ]
    }
  ],
  "education": [
    {
      "institution": "新加坡国立大学（国大）与北京大学（北大）",
      "degree": "工商管理硕士双学位（MBA）",
      "location": "新加坡与北京",
      "period": "2022年至2024年",
      "highlights": [
        "获国大MBA 2024届毕业生代表（Valedictorian）荣誉",
        "国大商学院Mandarin Alumni金奖获得者",
        "优秀毕业生奖（Outstanding Graduating Student Prize）获得者",
        "在国大保持5.0/5.0满绩点",
        "2022年中国-东盟青年领袖奖学金（ACYLS）获得者",
        "在北大获得Horizon Scholarship和三好学生荣誉",
        "北大光华MBA学生大使",
        "国大MBA Tech Club和Entrepreneurship Club执行委员会成员",
        "INSEAD Product Game 2023决赛入围，国大VCIC 2024亚军",
        "在国大MBA Tech Club三期“面向商业领袖的AI”工作坊系列中担任讲师与主持人"
      ],
      "source_ids": [
        "nus_mba_journey",
        "nus_profile",
        "pku_guanghua_mba_adventure",
        "pku_guanghua_student_ambassadors",
        "acyls_2022_final_list",
        "linkedin_public_profile",
        "insead_product_games_2023",
        "insead_product_games_youtube",
        "nus_mba_ai_business_leaders_workshop"
      ],
      "summary": "获国大MBA 2024届毕业生代表（Valedictorian）荣誉，并在MBA Tech Club的“面向商业领袖的AI”工作坊系列中担任讲师与主持人。"
    },
    {
      "institution": "国大",
      "degree": "计算机硕士（人工智能方向）",
      "location": "新加坡",
      "period": "2020年至2022年",
      "highlights": [
        "2022年5月完成学位",
        "云计算课程项目：FaceSpeaks，一个基于AWS、探索视频通话场景的计算机视觉原型",
        "课程项目：设计多智能体交易系统的架构"
      ],
      "source_ids": [
        "nus_profile",
        "linkedin_public_profile"
      ],
      "summary": "以人工智能为学习方向，课程项目涵盖云端计算机视觉原型与多智能体系统设计。"
    },
    {
      "institution": "新加坡管理大学（SMU）",
      "degree": "商业管理学士，金融与国际贸易方向",
      "location": "新加坡",
      "period": "2010年至2014年",
      "highlights": [
        "院长荣誉名单（Dean's List）",
        "SMU Merchants' Club 主席",
        "带领SMU团队在CME Group Commodity Trading Challenge全球排名第7"
      ],
      "source_ids": [
        "smu_trading_challenge",
        "smu_commodities_article",
        "zaobao_smu_success_2014"
      ],
      "summary": "学习金融与国际贸易，并带领SMU团队在CME Group Commodity Trading Challenge中获得全球第7名。"
    },
    {
      "institution": "共和理工学院",
      "degree": "生物医学科学专业文凭及高级文凭",
      "location": "新加坡",
      "period": "2005年至2008年",
      "highlights": [
        "完成生物医学科学专业文凭和高级文凭"
      ],
      "source_ids": [
        "fossasia_2020",
        "lim_tern_poh_owner_confirmed_education"
      ],
      "summary": "在转向金融、AI与医疗科技创新之前，接受生物医学科学专业训练。"
    }
  ],
  "selected_achievements": [
    {
      "title": "国大MBA毕业生代表（Valedictorian）",
      "description": "获国大MBA 2024届毕业生代表（Valedictorian）荣誉，以及优秀毕业生奖（Outstanding Graduating Student Prize）。",
      "type": "学术",
      "category_id": "education_awards",
      "source_ids": [
        "nus_profile"
      ]
    },
    {
      "title": "TR 99:2021 AI安全技术参考",
      "description": "2020年至2021年，代表新加坡全国人工智能核心担任新加坡人工智能技术委员会（AITC）成员，并作为AI安全工作组成员参与编制TR 99:2021人工智能安全技术参考。",
      "type": "AI治理贡献",
      "category_id": "governance_public_contribution",
      "source_ids": [
        "linkedin_public_profile",
        "singapore_standards_tr99",
        "ies_ai_industry_4_pdf",
        "lim_tern_poh_owner_confirmed_aitc"
      ]
    },
    {
      "title": "国大商学院Mandarin Alumni金奖",
      "description": "在国大MBA期间获得国大商学院Mandarin Alumni金奖（NUS Business School Mandarin Alumni Gold Medal）。",
      "type": "学术",
      "category_id": "education_awards",
      "source_ids": [
        "nus_profile"
      ]
    },
    {
      "title": "AI就绪度指数（AIRI）",
      "description": "是AIRI框架的设计者之一。AIRI是新加坡面向组织的AI就绪度框架。",
      "type": "国家级AI",
      "category_id": "ai_transformation_innovation",
      "source_ids": [
        "gitex_asia_2025",
        "aisingapore_airi"
      ]
    },
    {
      "title": "专利申请与5万新元医疗科技（MedTech）资助",
      "description": "共同开发宫颈癌筛查创新项目。该项目在新加坡提交专利申请；国大资料显示，项目获得5万新元资助。",
      "type": "创新",
      "category_id": "ai_transformation_innovation",
      "source_ids": [
        "nus_profile",
        "dhip_patent_filing_2024"
      ]
    },
    {
      "title": "北大光华MBA荣誉",
      "description": "在北大光华MBA期间获得2022年中国-东盟青年领袖奖学金（ACYLS）、Horizon Scholarship和三好学生荣誉。",
      "type": "学术",
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      "title": "面向企业管理者的生成式AI：智能体与大语言模型应用体验升级",
      "home_order": 1,
      "host": "SGInnovate",
      "year": "2024",
      "category_id": "business_enterprise",
      "date": "2024-04-30",
      "format": "研讨会",
      "topic": "生成式AI、智能体、大语言模型（LLM）和商业应用",
      "venue": "新加坡 Carpenter Street 32号",
      "asset_type": "活动页面",
      "evidence_strength": "高",
      "url": "https://www.sginnovate.com/event/generative-ai-business-leaders-and-elevating-experience-ai-agent-and-llm",
      "source_ids": [
        "sginnovate_ai_business_leaders"
      ]
    },
    {
      "id": "nus_mba_ai_business_leaders_2023",
      "title": "AI for Business Leaders工作坊系列",
      "host": "国大 MBA Tech Club",
      "year": "2023",
      "category_id": "mba_innovation_students",
      "date": "2023-10",
      "format": "工作坊与圆桌讨论主持",
      "topic": "在三场系列活动中担任讲师与主持人，主题涵盖AI商业用例、ChatGPT提示词工程与AI行业应用",
      "venue": "新加坡国立大学",
      "asset_type": "院校文章",
      "evidence_strength": "高",
      "url": "https://mba.nus.edu.sg/mba-life/ai-for-business-leaders-workshop-series/",
      "source_ids": [
        "nus_mba_ai_business_leaders_workshop",
        "nus_profile",
        "nus_mba_journey"
      ]
    },
    {
      "id": "fossasia_ai_adoption_2020",
      "title": "加快AI应用",
      "home_order": 3,
      "host": "FOSSASIA Summit",
      "year": "2020",
      "category_id": "ai_builders_industry",
      "date": "2020-03-21",
      "format": "大会演讲",
      "topic": "新加坡全国人工智能核心、开源AI Bricks和应用型AI交付",
      "venue": "FOSSASIA Summit",
      "asset_type": "视频与活动存档",
      "evidence_strength": "高",
      "url": "https://www.youtube.com/watch?v=CDZ52Kig2lg",
      "source_ids": [
        "fossasia_2020",
        "aisingapore_fossasia_2020",
        "ai_bricks_youtube"
      ],
      "recording_preview": {
        "language": "英语",
        "duration": "约25分钟",
        "highlight_label": "从13:40开始 · 从项目经验到可复用工具",
        "highlight_url": "https://www.youtube.com/watch?v=CDZ52Kig2lg&t=820s",
        "highlight_summary": "这一片段介绍如何把行业项目的共同需求转化为开源AI Bricks。该2020年演讲展示了我如何解释可复用技术能力及其应用场景。",
        "reviewed_at": "2026-10-08"
      }
    },
    {
      "id": "nie_ai_literacy_2020",
      "title": "AI4E - 面向教育工作者的AI素养：动手构建AI模型",
      "host": "新加坡国立教育学院（NIE）",
      "year": "2020",
      "category_id": "educators_learners",
      "date": "2020-11-24",
      "format": "教育工作者网络研讨会",
      "topic": "在NIE网络研讨会上为超过100名教育工作者与学校教师介绍AI，活动包含AI模型实践演示",
      "venue": "教育工作者线上研讨会",
      "asset_type": "视频与机构文章",
      "evidence_strength": "高",
      "url": "https://www.youtube.com/watch?v=nMcj9NHnxBY&t=114s",
      "source_ids": [
        "nie_ai_literacy_educators",
        "ai4e_educators_youtube"
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    }
  ],
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      "title": "TR 99:2021 - Artificial intelligence (AI) security",
      "home_order": 2,
      "publisher": "Singapore Standards Council",
      "year": "2022",
      "type": "参与编制的技术参考",
      "language": "en",
      "content_group": "contributed_work",
      "topic": "作为代表新加坡全国人工智能核心的技术委员会成员，以及AI安全工作组成员，参与编制TR 99:2021。",
      "url": "https://www.singaporestandardseshop.sg/Product/SSPdtDetail/553b4562-ef85-4ebb-bfeb-2b35beb1d29c",
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    },
    {
      "title": "AI Transparency & Explainability: A Policy Prototyping Experiment",
      "publisher": "Open Loop",
      "year": "2022",
      "type": "技术合作方贡献",
      "language": "en",
      "content_group": "contributed_work",
      "topic": "以新加坡全国人工智能核心技术合作方成员身份，参与AI透明度与可解释性的政策实验。",
      "url": "https://openloop.org/reports/2022/07/openloop-asia-pacific-fullreport-2022.pdf.pdf",
      "source_ids": [
        "openloop_apac_ai_transparency"
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    },
    {
      "title": "Using Artificial Intelligence to Support Healthcare Decisions: A Guide for Society",
      "publisher": "IPUR / Lloyd's Register Foundation Institute for the Public Understanding of Risk",
      "year": "2021",
      "type": "项目团队贡献",
      "language": "en",
      "content_group": "contributed_work",
      "topic": "作为项目团队成员，为面向公众的医疗AI决策支持指南作出贡献。",
      "url": "https://ipur.nus.edu.sg/wp-content/uploads/2021/10/Using-Artificial-Intelligence-to-Support-Healthcare-Decision-Web.pdf",
      "source_ids": [
        "ipur_healthcare_ai_decisions"
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    },
    {
      "title": "Unlocking the Impact of AI on Human Security",
      "publisher": "Commonwealth Security Group / CWSRG",
      "year": "2021",
      "type": "参与撰写的文章",
      "language": "en",
      "content_group": "contributed_work",
      "topic": "为Emerging Technology Insight 2021贡献文章Unlocking the Impact of AI on Human Security。",
      "url": "https://www.cwsrg.org/emerging-technology-insight-2021",
      "source_ids": [
        "cwsrg_emerging_technology_2021"
      ]
    },
    {
      "title": "用AI预测肾病透析患者住院风险",
      "publisher": "Medium",
      "year": "2019",
      "type": "文章",
      "language": "en",
      "content_group": "authored_work",
      "topic": "医疗AI交付、特征工程、模型验证与决策支持",
      "url": "https://medium.com/data-science/predicting-hospitalisation-of-kidney-dialysis-patients-with-ai-88e57007193d",
      "source_ids": [
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        "aisingapore_renalteam_2019"
      ]
    }
  ],
  "selected_media": [
    {
      "title": "DeepSeek改变竞争格局，但尚未改写领先者排名",
      "home_order": 3,
      "publisher": "ThinkChina",
      "year": "2025",
      "type": "受访观点",
      "language": "en",
      "content_group": "media_commentary",
      "topic": "DeepSeek、AI成本和市场应用",
      "url": "https://www.thinkchina.sg/technology/deepseek-changing-game-not-leader",
      "source_ids": [
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    },
    {
      "title": "特稿：DeepSeek掀起接入潮 重塑中国经济格局",
      "publisher": "联合早报",
      "year": "2025",
      "type": "受访观点",
      "language": "zh",
      "content_group": "media_commentary",
      "topic": "DeepSeek成本拐点、公共部门AI应用和就业影响",
      "url": "https://www.zaobao.com.sg/news/china/story20250225-5925623",
      "source_ids": [
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    },
    {
      "title": "OpenAI限制将推动有中国特色的AI",
      "publisher": "ThinkChina",
      "year": "2024",
      "type": "受访观点",
      "language": "en",
      "content_group": "media_commentary",
      "topic": "中美AI生态和本土AI模型",
      "url": "https://www.thinkchina.sg/technology/openais-block-will-spur-ai-chinese-characteristics",
      "source_ids": [
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      "year": "2024",
      "type": "受访观点",
      "language": "zh",
      "content_group": "media_commentary",
      "topic": "AI本土化、中美科技生态和文化适配的AI",
      "url": "https://www.zaobao.com.sg/news/china/story20240707-4074279",
      "source_ids": [
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    {
      "title": "北上深接连发布AI支持政策 专家：渴望通过自主创新突破美国围堵",
      "publisher": "联合早报",
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      "type": "受访观点",
      "language": "zh",
      "content_group": "media_commentary",
      "topic": "中国AI政策、自主创新、AI基础设施和全球AI竞争",
      "url": "https://www.zaobao.com.sg/news/china/story20230601-1400406",
      "source_ids": [
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  "selected_articles": [],
  "source_policy": "仅使用本JSON、data/sources.json、公开来源链接或本地证据说明支持的事实。不要推断无来源支持的声明。",
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      "content_type": "项目页面和本地证书证据",
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