{
  "groups": [
    {
      "id": "ai_adoption",
      "title": "AI应用与企业转型",
      "description": "涵盖AI就绪度评估、AI模型应用、治理与AI辅助开发的实践。"
    },
    {
      "id": "mentoring_ecosystem",
      "title": "创业导师与生态",
      "description": "过往项目导师经历，以及目前面向AI原生创业者提供产品方向、AI战略和市场进入策略支持的合作意向。"
    },
    {
      "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，展现创业孵化、医疗传感和MedTech创新实践。"
    }
  ],
  "items": [
    {
      "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"
      ]
    }
  ]
}