[
  {
    "title": "NUS MBA Valedictorian",
    "description": "Named Valedictorian of the NUS MBA Class of 2024 and received the Outstanding Graduating Student Prize.",
    "type": "academic",
    "category_id": "education_awards",
    "source_ids": ["nus_profile"]
  },
  {
    "title": "TR 99:2021 AI security",
    "description": "Served on Singapore’s AI Technical Committee (AITC) from 2020 to 2021, representing AI Singapore. Also contributed to TR 99:2021 as a member of the AI Security Working Group.",
    "type": "AI governance contribution",
    "category_id": "governance_public_contribution",
    "source_ids": ["linkedin_public_profile", "singapore_standards_tr99", "ies_ai_industry_4_pdf", "lim_tern_poh_owner_confirmed_aitc"]
  },
  {
    "title": "Mandarin Alumni Gold Medalist",
    "description": "Received the Mandarin Alumni Gold Medal during the NUS MBA journey.",
    "type": "academic",
    "category_id": "education_awards",
    "source_ids": ["nus_profile"]
  },
  {
    "title": "AI Readiness Index",
    "description": "Was one of the architects of AIRI, Singapore's AI readiness framework for organizations.",
    "type": "national-ai",
    "category_id": "ai_transformation_innovation",
    "source_ids": ["gitex_asia_2025", "aisingapore_airi"]
  },
  {
    "title": "Patent Application and S$50,000 MedTech Grant",
    "description": "Co-developed a cervical cancer screening innovation. The project led to a Singapore patent application and, according to NUS, S$50,000 in grant funding.",
    "type": "innovation",
    "category_id": "ai_transformation_innovation",
    "source_ids": ["nus_profile", "dhip_patent_filing_2024"]
  },
  {
    "title": "PKU Guanghua MBA Distinctions",
    "description": "Received the 2022 ASEAN-China Young Leaders Scholarship, Horizon Scholarship, and Sanhao Student Award during the PKU Guanghua MBA journey.",
    "type": "academic",
    "category_id": "education_awards",
    "source_ids": ["pku_guanghua_mba_adventure", "acyls_2022_final_list"]
  },
  {
    "title": "SegmentFault International GTM Project",
    "description": "Led a multicultural PKU consulting team on SegmentFault's international go-to-market strategy and won Best Presentation Award.",
    "type": "cross-border-strategy",
    "category_id": "ai_transformation_innovation",
    "source_ids": ["pku_guanghua_mba_adventure", "think_mba_dual_mba"]
  },
  {
    "title": "INSEAD Product Game and NUS VCIC",
    "description": "Reached the INSEAD Product Game 2023 final and placed runner-up in the NUS Venture Capital Investment Competition 2024.",
    "type": "competition",
    "category_id": "ai_transformation_innovation",
    "source_ids": ["nus_profile", "linkedin_public_profile", "insead_product_games_2023", "insead_product_games_youtube"]
  },
  {
    "title": "Global Commodity Trading Challenge",
    "description": "Led an SMU team that placed 7th globally and was the top Asian team in the CME Group Commodity Trading Challenge.",
    "type": "competition",
    "category_id": "education_awards",
    "source_ids": ["smu_trading_challenge"]
  },
  {
    "title": "Startup Mentor",
    "description": "Mentored AI-first startups through past Google for Startups and 500 Global programs.",
    "type": "ecosystem",
    "category_id": "ai_transformation_innovation",
    "source_ids": ["sginnovate_ai_business_leaders", "google_for_startups_accelerator_sea", "nus_profile", "linkedin_public_profile"]
  },
  {
    "title": "AI Professionals Association Executive Committee",
    "description": "Served on the executive committee of the AI Professionals Association in Singapore.",
    "type": "ecosystem",
    "category_id": "governance_public_contribution",
    "source_ids": ["nus_profile"]
  },
  {
    "title": "ASME Digitalization & AI Action Group",
    "description": "Supported SME digitalization and AI discussions through ASME's Digitalization & AI Action Group.",
    "type": "ecosystem",
    "category_id": "governance_public_contribution",
    "source_ids": ["linkedin_public_profile", "zaobao_ai_jobs_2024"]
  },
  {
    "title": "AI Speaker and Media Commentator",
    "description": "Spoke at AI events and commented on enterprise AI, AI agents, DeepSeek, and China-US AI dynamics.",
    "type": "thought-leadership",
    "category_id": "governance_public_contribution",
    "source_ids": ["sginnovate_ai_business_leaders", "thinkchina_deepseek", "zaobao_deepseek_cost_inflection", "thinkchina_openai_block", "zaobao_ai_localization", "zaobao_china_ai_policy_2023", "zaobao_ai_jobs_2024", "gitex_asia_2025"]
  }
]