[
  {
    "name": "TR 99:2021 AI Security",
    "type": "AI governance standard",
    "summary": "Singapore Standards Council guidance for assessing and defending against AI security threats.",
    "outcome": "Adds a concrete AI security and trusted governance signal to his advisory profile.",
    "source_ids": ["linkedin_public_profile", "singapore_standards_tr99"]
  },
  {
    "name": "AI Readiness Index (AIRI)",
    "type": "National AI framework",
    "summary": "A framework that helps organizations assess AI maturity and readiness.",
    "outcome": "Supported clearer AI adoption paths for organizations in Singapore.",
    "source_ids": ["gitex_asia_2025", "aisingapore_airi"]
  },
  {
    "name": "Duke-NUS cervical cancer screening innovation",
    "type": "MedTech venture",
    "summary": "A screening device concept developed with clinicians during the Health Innovator Programme.",
    "outcome": "Filed a patent and secured S$50,000 in innovation grant funding.",
    "source_ids": ["nus_profile", "nus_mba_journey", "duke_nus_dhip"]
  },
  {
    "name": "SegmentFault / ONES.com international GTM strategy",
    "type": "Cross-border consulting",
    "summary": "A PKU Guanghua consulting project for SegmentFault, a Chinese developer community from ONES.com.",
    "outcome": "Led a multicultural team and won Best Presentation Award for an international go-to-market strategy.",
    "source_ids": ["pku_guanghua_mba_adventure", "think_mba_dual_mba"]
  },
  {
    "name": "AI Bricks",
    "type": "Open source AI tools",
    "summary": "AI Singapore open source tools and APIs built from real industry use cases.",
    "outcome": "Shared at FOSSASIA 2020 to help more teams adopt AI.",
    "source_ids": ["fossasia_2020", "aisingapore_fossasia_2020", "ai_bricks_youtube"]
  },
  {
    "name": "AI product work at Yoozoo and AI2Labs",
    "type": "AI product leadership",
    "summary": "AI product work across engineering, data, design, and business teams.",
    "outcome": "Connected AI product decisions to user needs and business goals.",
    "source_ids": ["nus_profile", "nus_mba_journey"]
  }
]