{
  "groups": [
    {
      "id": "ai_adoption",
      "title": "Applied AI and transformation",
      "description": "Work spanning AI readiness, applied models, governance and AI-assisted development."
    },
    {
      "id": "mentoring_ecosystem",
      "title": "Startup mentoring and ecosystem",
      "description": "Past program mentoring and current availability to support AI-first founders on product direction and go-to-market choices."
    },
    {
      "id": "venture_building",
      "title": "Venture building and MedTech",
      "description": "NUS GRIP, Duke-NUS, and Antler work across venture incubation, healthcare sensing, and MedTech innovation."
    }
  ],
  "items": [
    {
      "group_id": "ai_adoption",
      "title": "SG Weather Ops Dashboard",
      "role": "Project author",
      "period": "Public project",
      "summary": "Built a weather dashboard with Codex and Claude Code, covering product choices, implementation, debugging and verification. The public repository demonstrates an AI-assisted development workflow.",
      "tags": [
        "AI-assisted development",
        "Codex",
        "Claude Code",
        "Public repository"
      ],
      "source_ids": [
        "sg_weather_ops_dashboard_repo",
        "aisingapore_aixtech_certificate_2026"
      ],
      "diagram": {
        "title": "SG Weather: a personal build",
        "description": "Simplified architecture, based on the public repository. The dashboard calls an Express API, which stores locations and weather snapshots in SQLite and fetches Singapore weather data.",
        "client": "Dashboard · React / Vite",
        "api": "API · Express",
        "store": "Storage · SQLite / Drizzle",
        "provider": "Weather · data.gov.sg",
        "source_label": "Read the architecture and delivery case study",
        "source_url": "https://github.com/optiflow/sg-weather-ops-dashboard#architecture"
      }
    },
    {
      "group_id": "ai_adoption",
      "title": "AI Singapore applied AI and AIRI work",
      "role": "Associate Director (Strategy and Special Projects) and Principal AI Consultant",
      "period": "2018-2022",
      "summary": "Worked on AI readiness, advisory, product, standards, security, and applied AI delivery at AI Singapore.",
      "tags": [
        "Applied AI",
        "AIRI",
        "AI standards",
        "Enterprise 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 kidney hospitalisation prediction",
      "role": "Senior AI Engineer",
      "period": "2019",
      "summary": "Worked with teammates to scope the problem, explore the data, select features, and train a model with a one-week prediction window. After seven months, its performance was comparable with the RenalTeam medical team.",
      "tags": [
        "Applied AI",
        "Healthcare",
        "Problem scoping",
        "Decision support"
      ],
      "source_ids": [
        "aisingapore_renalteam_2019",
        "medium_kidney_hospitalisation_2019"
      ]
    },
    {
      "group_id": "mentoring_ecosystem",
      "title": "Google for Startups and 500 Global mentoring",
      "role": "Startup Mentor",
      "period": "Past programs",
      "summary": "Mentored AI-first founders through past Google for Startups and 500 Global programs on AI strategy, product direction, and go-to-market choices.",
      "tags": [
        "Startup mentoring",
        "AI strategy",
        "Product",
        "Go-to-market"
      ],
      "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": "Joined Antler Singapore's startup incubator while completing the NUS-PKU MBA and worked on early-stage AI startup ideas and business validation.",
      "tags": [
        "Antler",
        "Venture building",
        "AI startups",
        "Business validation"
      ],
      "source_ids": [
        "nus_profile",
        "sginnovate_ai_business_leaders",
        "linkedin_public_profile"
      ]
    },
    {
      "group_id": "venture_building",
      "title": "Duke-NUS MedTech innovation",
      "role": "Business Fellow, Health Innovator Programme",
      "period": "2023",
      "summary": "Worked in a cross-functional Duke-NUS team and co-developed a cervical cancer screening innovation with clinicians. The project led to a Singapore patent application filed in March 2024, and NUS reports that it secured S$50,000 in innovation grant funding.",
      "tags": [
        "MedTech",
        "Duke-NUS",
        "Patent application",
        "Innovation grant"
      ],
      "source_ids": [
        "nus_profile",
        "duke_nus_dhip",
        "dhip_patent_filing_2024"
      ]
    },
    {
      "group_id": "venture_building",
      "title": "NUS GRIP Wise / WiSeCue",
      "role": "COO",
      "period": "2020",
      "summary": "Served as COO for Wise/WiSeCue in NUS GRIP. The venture worked on a wireless sensing platform for implant monitoring.",
      "tags": [
        "NUS GRIP",
        "WiSeCue",
        "Healthcare sensing",
        "Venture building"
      ],
      "source_ids": [
        "nus_grip_wise_factbook_2020"
      ]
    }
  ]
}