{
  "groups": [
    {
      "id": "ai_adoption",
      "title": "AI应用部署与企业转型",
      "description": "新加坡全国人工智能核心和企业AI采纳、部署与标准工作，把战略、AI就绪度、标准和实际部署连接起来。"
    },
    {
      "id": "mentoring_ecosystem",
      "title": "创业导师与生态",
      "description": "面向AI原生创业者的导师和创业生态角色，聚焦产品方向、AI战略和GTM选择。"
    },
    {
      "id": "venture_building",
      "title": "创业实践与医疗科技（MedTech）",
      "description": "国大GRIP、杜克-国大和Antler相关经历，展示应用创新，但不夸大临床验证或融资状态。"
    }
  ],
  "items": [
    {
      "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"]
    }
  ]
}