{
  "groups": [
    {
      "id": "ai_adoption",
      "title": "AI adoption and transformation",
      "description": "AI Singapore and enterprise adoption work that connects strategy, readiness, standards, and practical deployment."
    },
    {
      "id": "mentoring_ecosystem",
      "title": "Startup mentoring and ecosystem",
      "description": "Mentoring and venture ecosystem roles focused on AI-first founders, product direction, and go-to-market choices."
    },
    {
      "id": "venture_building",
      "title": "Venture building and MedTech",
      "description": "NUS GRIP, Duke-NUS, and Antler work that shows applied innovation without overstating clinical or funding status."
    }
  ],
  "items": [
    {
      "group_id": "ai_adoption",
      "title": "AI Singapore adoption and AIRI work",
      "role": "Associate Director and Principal AI Consultant",
      "period": "2018-2022",
      "summary": "Led AI adoption and product work linked to AI readiness, enterprise demand, AI standards, AI security, and applied AI delivery.",
      "tags": ["AI adoption", "AIRI", "AI standards", "Enterprise AI"],
      "source_ids": ["nus_profile", "gitex_asia_2025", "aisingapore_airi", "linkedin_public_profile", "singapore_standards_tr99"]
    },
    {
      "group_id": "mentoring_ecosystem",
      "title": "Google for Startups and 500 Global mentoring",
      "role": "Startup Mentor",
      "period": "Past-Present",
      "summary": "Startup mentor for AI-first founders through Google for Startups and 500 Global programs, advising on AI strategy, product direction, and go-to-market adoption.",
      "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": "MedTech Startup Co-Founder",
      "period": "2023",
      "summary": "Co-developed a cervical cancer screening innovation with clinicians, filed a patent, and secured S$50,000 in innovation grant funding.",
      "tags": ["MedTech", "Duke-NUS", "Patent", "Innovation grant"],
      "source_ids": ["nus_profile", "nus_mba_journey", "duke_nus_dhip"]
    },
    {
      "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"]
    }
  ]
}