[
  {
    "company": "德勤",
    "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"]
  },
  {
    "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",
    "period": "2018年至2021年",
    "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。",
    "highlights": [
      "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"]
  },
  {
    "company": "GovTech Singapore and National AI Office",
    "role": "数据科学与AI项目经理；AI政策与标准支持",
    "location": "新加坡",
    "period": "2019年至2020年",
    "current": false,
    "category_id": "ai_leadership_delivery",
    "description": "在新加坡全国人工智能核心期间借调支持政府层面的数据、分析和AI工作。",
    "highlights": [
      "参与公共部门AI与分析项目",
      "支持国家AI战略、标准和治理工作"
    ],
    "tags": ["公共部门", "AI治理", "分析", "国家AI"],
    "source_ids": ["fossasia_2020"]
  },
  {
    "company": "Google for Startups and 500 Global",
    "role": "创业导师",
    "location": "新加坡",
    "period": "过往至今",
    "current": true,
    "category_id": "venture_ecosystem",
    "description": "为创始人提供AI战略、产品方向、GTM和商业模式建议。",
    "highlights": [
      "通过Google和500 Global项目辅导AI原生创业公司",
      "围绕产品市场匹配、AI用例和商业战略为创始人提供建议"
    ],
    "tags": ["创业导师", "创业公司", "AI战略", "产品", "GTM"],
    "source_ids": ["sginnovate_ai_business_leaders", "google_for_startups_accelerator_sea", "nus_profile", "linkedin_public_profile"]
  },
  {
    "company": "Association of Small & Medium Enterprises",
    "role": "Digitalization & AI Action Group 成员",
    "location": "新加坡",
    "period": "2024年至2025年",
    "current": false,
    "category_id": "venture_ecosystem",
    "description": "通过ASME Digitalization & AI Action Group支持面向中小企业的AI和数字化工作。",
    "highlights": [
      "为中小企业AI应用部署战略提供建议",
      "参与数字化和AI意识提升的生态建设"
    ],
    "tags": ["中小企业AI落地", "数字化", "生态", "AI战略"],
    "source_ids": ["linkedin_public_profile", "zaobao_ai_jobs_2024"]
  },
  {
    "company": "Antler Singapore",
    "role": "Founder-in-Residence",
    "location": "新加坡",
    "period": "2024年",
    "current": false,
    "category_id": "venture_ecosystem",
    "description": "在完成国大-北大 MBA期间，参与Antler Singapore创业孵化项目。",
    "highlights": [
      "推进早期AI创业方向和商业验证",
      "将创业实践经验融入AI领导力定位"
    ],
    "tags": ["创业实践", "创业公司", "AI", "商业验证"],
    "source_ids": ["nus_profile", "sginnovate_ai_business_leaders", "linkedin_public_profile"]
  },
  {
    "company": "杜克-国大 Health Innovator Programme",
    "role": "医疗科技（MedTech）创业项目联合创始人",
    "location": "新加坡",
    "period": "2023年",
    "current": false,
    "category_id": "venture_ecosystem",
    "description": "在国大MBA期间，与临床医生共同开发宫颈癌筛查创新项目。",
    "highlights": [
      "共同创立聚焦宫颈癌筛查的医疗科技（MedTech）项目",
      "为筛查设备提交专利",
      "获得5万新元创新资助"
    ],
    "tags": ["MedTech", "HealthTech", "专利", "资助", "创业实践"],
    "source_ids": ["nus_profile", "nus_mba_journey", "duke_nus_dhip"]
  },
  {
    "company": "Wise / WiSeCue",
    "role": "COO",
    "location": "新加坡",
    "period": "2020年",
    "current": false,
    "category_id": "venture_ecosystem",
    "description": "在国大 Graduate Research Innovation Programme (GRIP) 中担任 Wise/WiSeCue COO。该创业项目聚焦用于植入物监测的无线传感平台。",
    "highlights": [
      "在国大GRIP团队资料中列为COO",
      "参与医疗传感平台的创业实践"
    ],
    "tags": ["国大GRIP", "创业实践", "MedTech", "医疗传感"],
    "source_ids": ["nus_grip_wise_factbook_2020"]
  },
  {
    "company": "Procter & Gamble",
    "role": "亚太IT创新采购经理",
    "location": "新加坡",
    "period": "2016年至2017年",
    "current": false,
    "category_id": "commercial_foundations",
    "description": "在全职进入AI领域前，负责亚太区IT创新采购工作。",
    "highlights": [
      "管理亚太区IT创新采购工作",
      "建立后来影响AI战略工作的商业基础"
    ],
    "tags": ["采购", "IT创新", "亚太", "商业运营"],
    "source_ids": ["fossasia_2020"]
  },
  {
    "company": "Bunge",
    "role": "见习交易员（棕榈油）",
    "location": "新加坡",
    "period": "2014年至2016年",
    "current": false,
    "category_id": "commercial_foundations",
    "description": "从实物大宗商品市场和供应链工作起步。",
    "highlights": [
      "积累商品市场、供需和贸易流的早期经验",
      "将务实市场视角带入后续AI成本和基础设施分析"
    ],
    "tags": ["大宗商品", "交易", "供应链", "市场"],
    "source_ids": ["fossasia_2020", "smu_trading_challenge"]
  }
]