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  "title": "AI战略 | 企业级AI转型 | AI应用部署战略",
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  "expertise_topics": [
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    "新加坡AI领导力",
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    "企业AI转型战略",
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    "AI治理与标准",
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    "AI产品管理",
    "最小可行AI模型",
    "数据科学项目管理",
    "机器学习业务转译",
    "AI用例设计",
    "管理咨询",
    "业务转型",
    "AI应用部署战略",
    "业务与技术转译",
    "高管咨询",
    "PMO与交付治理",
    "跨境出海战略",
    "利益相关方管理",
    "跨职能团队领导",
    "AI与地缘科技",
    "AI与人类安全",
    "新兴技术治理",
    "东西方科技战略",
    "AI成本与基础设施分析",
    "大语言模型（LLM）成本拐点分析",
    "文化适配的AI系统",
    "公民开发者（Citizen AI Developer）赋能",
    "媒体评论",
    "创业公司导师",
    "出海（GTM）战略",
    "产品市场匹配",
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    "资助申请",
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    "AI智能体将如何改变企业工作",
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    "company": "德勤",
    "role": "AI & Data 经理",
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      "协调业务管理者、咨询团队和技术团队",
      "把复杂AI议题转化为高管可以决策的清晰选项"
    ],
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      "AI战略",
      "数据",
      "生成式AI",
      "咨询",
      "转型"
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    {
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      "role": "AI & Data 经理",
      "location": "新加坡",
      "period": "2024年至今",
      "current": true,
      "category_id": "ai_leadership_delivery",
      "description": "为企业管理层提供AI、数据、生成式AI和业务转型咨询服务。工作覆盖战略、治理、交付和利益相关方协同。",
      "highlights": [
        "担任财富500强亚太客户大型AI交付项目PMO",
        "协调业务管理者、咨询团队和技术团队",
        "把复杂AI议题转化为高管可以决策的清晰选项"
      ],
      "tags": [
        "AI战略",
        "数据",
        "生成式AI",
        "咨询",
        "转型"
      ],
      "source_ids": [
        "gitex_asia_2025",
        "nus_profile"
      ]
    },
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      "company": "Yoozoo Games AI Innovation Lab (AI2Labs)",
      "role": "高级AI产品经理",
      "location": "新加坡",
      "period": "2022年",
      "current": false,
      "category_id": "ai_leadership_delivery",
      "description": "在Yoozoo AI Innovation Lab领导AI产品工作。该团队也在公开资料中被称为AI2Labs，工作连接工程、设计、业务目标和用户需求。",
      "highlights": [
        "管理AI产品方向与交付",
        "使技术路线图与业务需求保持一致",
        "与软件、数据和设计团队协作"
      ],
      "tags": [
        "AI产品",
        "产品管理",
        "AI商业化",
        "用户体验"
      ],
      "source_ids": [
        "nus_profile",
        "nus_mba_journey"
      ]
    },
    {
      "company": "新加坡全国人工智能核心",
      "role": "AI创新副总监",
      "location": "新加坡",
      "period": "2021年至2022年",
      "current": false,
      "category_id": "ai_leadership_delivery",
      "description": "领导国家级AI应用推广与产品相关工作，连接AI就绪度、企业需求和GTM执行。",
      "highlights": [
        "主导新加坡AI就绪度指数AIRI相关工作",
        "使新加坡全国人工智能核心项目更贴近企业AI落地需求",
        "帮助管理者把AI愿景转化为务实落地路径"
      ],
      "tags": [
        "AIRI",
        "AI战略",
        "产品",
        "GTM",
        "企业AI"
      ],
      "source_ids": [
        "gitex_asia_2025",
        "aisingapore_airi",
        "nus_profile",
        "linkedin_public_profile"
      ]
    },
    {
      "company": "新加坡全国人工智能核心",
      "role": "资深AI顾问；AI标准助理负责人",
      "location": "新加坡",
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      "current": false,
      "category_id": "ai_leadership_delivery",
      "description": "参与企业AI咨询、AI标准、AI安全指导和开源AI工具建设。",
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        "帮助企业定义并构建最小可行AI模型",
        "参与AI标准和AI安全指导，包括 TR 99:2021",
        "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",
        "zaobao_ai_engineer_certification_2019",
        "linkedin_public_profile",
        "ies_ai_industry_4_pdf",
        "singapore_standards_tr99"
      ]
    }
  ],
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      "group_id": "ai_adoption",
      "title": "新加坡全国人工智能核心AI采纳与AIRI工作",
      "role": "AI创新副总监与资深AI顾问",
      "period": "2018-2022",
      "summary": "负责AI采纳与产品工作，连接AI就绪度、企业需求、AI标准、AI安全和应用型AI交付。",
      "tags": [
        "AI落地",
        "AIRI",
        "AI标准",
        "企业AI"
      ],
      "source_ids": [
        "nus_profile",
        "gitex_asia_2025",
        "aisingapore_airi",
        "linkedin_public_profile",
        "singapore_standards_tr99"
      ]
    },
    {
      "group_id": "mentoring_ecosystem",
      "title": "Google for Startups与500 Global创业导师",
      "role": "创业导师",
      "period": "过往至今",
      "summary": "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GTM策略提供建议。",
      "tags": [
        "创业导师",
        "AI战略",
        "产品",
        "GTM"
      ],
      "source_ids": [
        "sginnovate_ai_business_leaders",
        "google_for_startups_accelerator_sea",
        "linkedin_public_profile",
        "nus_profile"
      ]
    },
    {
      "group_id": "venture_building",
      "title": "Antler Singapore Founder-in-Residence",
      "role": "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": "医疗科技（MedTech）创业项目联合创始人",
      "period": "2023",
      "summary": "与临床医生共同开发宫颈癌筛查创新项目，提交专利，并获得5万新元创新资助。",
      "tags": [
        "MedTech",
        "杜克-国大",
        "专利",
        "创新资助"
      ],
      "source_ids": [
        "nus_profile",
        "nus_mba_journey",
        "duke_nus_dhip"
      ]
    },
    {
      "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"
      ]
    }
  ],
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      "institution": "国大与北大",
      "degree": "工商管理硕士双学位",
      "location": "新加坡与北京",
      "period": "2022年至2024年",
      "highlights": [
        "国大MBA全班第一",
        "中文校友金奖（Mandarin Alumni Gold Medal）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奖学金和三好学生荣誉",
        "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",
        "学习战略、组织和综合管理"
      ],
      "source_ids": [
        "nus_mba_journey",
        "nus_profile",
        "pku_guanghua_mba_adventure",
        "acyls_2022_final_list",
        "linkedin_public_profile",
        "insead_product_games_2023",
        "insead_product_games_youtube"
      ]
    },
    {
      "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",
        "建立AI、机器学习和应用计算的技术基础"
      ],
      "source_ids": [
        "nus_profile"
      ]
    },
    {
      "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"
      ]
    }
  ],
  "selected_achievements": [
    {
      "title": "国大MBA全班第一",
      "description": "以全班第一从国大MBA毕业，并获得优秀毕业生奖（Outstanding Graduating Student Prize）。",
      "type": "学术",
      "source_ids": [
        "nus_mba_journey",
        "nus_profile"
      ]
    },
    {
      "title": "TR 99:2021 AI Security",
      "description": "参与新加坡TR 99 AI安全指导，支持AI安全威胁评估和防护。",
      "type": "AI治理",
      "source_ids": [
        "linkedin_public_profile",
        "singapore_standards_tr99",
        "ies_ai_industry_4_pdf"
      ]
    },
    {
      "title": "中文校友金奖（Mandarin Alumni Gold Medal）",
      "description": "在国大MBA期间获得中文校友金奖（Mandarin Alumni Gold Medal）。",
      "type": "学术",
      "source_ids": [
        "nus_mba_journey"
      ]
    },
    {
      "title": "AI Readiness Index",
      "description": "主导AIRI相关工作。AIRI是新加坡面向组织的AI就绪度框架。",
      "type": "国家级AI",
      "source_ids": [
        "gitex_asia_2025",
        "aisingapore_airi"
      ]
    },
    {
      "title": "专利与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，提交专利，并获得5万新元资助。",
      "type": "创新",
      "source_ids": [
        "nus_profile",
        "nus_mba_journey"
      ]
    },
    {
      "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奖学金和三好学生荣誉。",
      "type": "学术",
      "source_ids": [
        "pku_guanghua_mba_adventure",
        "acyls_2022_final_list"
      ]
    },
    {
      "title": "SegmentFault出海（GTM）战略项目",
      "description": "带领北大多元文化咨询团队，为SegmentFault制定出海（GTM）战略，并获得最佳展示奖（Best Presentation Award）。",
      "type": "跨境战略",
      "source_ids": [
        "pku_guanghua_mba_adventure",
        "think_mba_dual_mba"
      ]
    },
    {
      "title": "INSEAD Product Game 与 国大VCIC",
      "description": "入围INSEAD Product Game 2023决赛，并获得国大创业投资竞赛（VCIC）2024亚军。",
      "type": "竞赛",
      "source_ids": [
        "nus_profile",
        "linkedin_public_profile",
        "insead_product_games_2023",
        "insead_product_games_youtube"
      ]
    }
  ],
  "selected_certifications": [
    {
      "name": "CDMP Certification - Associate",
      "issuer": "DAMA CDMP Certification",
      "date": "2025-09-26",
      "issued_at": "2025-09-26",
      "expires_at": "2028-09-26",
      "status": "active",
      "verification_status": "verified_issuer",
      "url": "https://certificates.cdmp.info/093c3306-75df-47de-a76f-493c5683066f",
      "source_ids": [
        "dama_cdmp_wallet_ternpohlim330857"
      ]
    },
    {
      "name": "AIxTech Certificate of Completion (Power-Up Phase)",
      "issuer": "AI Singapore",
      "date": "2026-05-31",
      "issued_at": "2026-05-31",
      "expires_at": null,
      "status": "active",
      "verification_status": "local_certificate_evidence",
      "url": "https://aisingapore.org/aixtech/",
      "source_ids": [
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    "https://www.cwsrg.org/emerging-technology-insight-2021",
    "https://medium.com/data-science/a-structured-approach-for-ideating-ai-use-cases-with-ai-discovery-85d00db078b5",
    "https://www.thinkchina.sg/technology/deepseek-changing-game-not-leader",
    "https://www.zaobao.com.sg/news/china/story20250225-5925623",
    "https://www.thinkchina.sg/technology/openais-block-will-spur-ai-chinese-characteristics"
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