[
  {
    "company": "NCS",
    "role": "Principal Product Director, Enterprise AI Platforms and Products",
    "location": "Singapore",
    "period": "Oct 2026 – Present",
    "current": true,
    "category_id": "ai_leadership_delivery",
    "description": "Joined NCS in October 2026 to work on Sunshine.core, its enterprise AI platform for building and operating AI agents. The platform combines reusable components with a shared control plane for governance and monitoring. The role covers product roadmaps, demand prioritisation, packaging and positioning, and adoption.",
    "highlights": [
      "Shape a shared product roadmap from business-unit and project-team needs",
      "Define how platform capabilities and AI products are packaged and positioned for internal users and external buyers",
      "Lead go-to-market campaigns and track adoption and product outcomes",
      "Work with architecture and delivery teams to turn demand into reusable products"
    ],
    "tags": [
      "Enterprise AI Platforms",
      "Product Strategy",
      "Product Roadmaps",
      "Go-to-Market"
    ],
    "source_ids": [
      "lim_tern_poh_owner_confirmed_ncs_2026",
      "ncs_sunshine_core_2026"
    ]
  },
  {
    "company": "SUSS Academy, Singapore University of Social Sciences",
    "role": "Industry Advisor",
    "location": "Singapore",
    "period": "Sep 2026 – Present",
    "current": true,
    "category_id": "advisory_appointments",
    "description": "Industry advisory appointment supporting the quality and industry relevance of SUSS Academy’s Continuing Education and Training (CET) programme.",
    "highlights": [
      "Advise on curriculum, courseware, training materials and assessment",
      "Provide an independent industry perspective and facilitate research, strategic and academic collaborations",
      "Support learners’ education and career opportunities and pathways"
    ],
    "tags": [
      "Industry Advisory",
      "Continuing Education and Training",
      "Curriculum Quality",
      "Industry Collaboration"
    ],
    "source_ids": [
      "suss_academy_industry_advisor_2026"
    ]
  },
  {
    "company": "Deloitte",
    "role": "Manager, AI & Data",
    "location": "Singapore",
    "period": "Oct 2024 – Sep 2026",
    "current": false,
    "category_id": "ai_leadership_delivery",
    "description": "Led four deployment strategists across Japan (2), Taiwan (1) and Singapore (1) for a multinational semiconductor company. Worked onsite with client teams on forward-deployed AI, helping them roll out Claude, integrate its APIs and build agentic workflows and AI-enabled products. Advised on agent product design and harness engineering.",
    "highlights": [
      "Worked onsite with client teams to address adoption barriers and support Claude rollout, API implementation and agentic workflow development",
      "Advised consulting and client AI teams on agent product design and harness engineering for operations-planning use cases",
      "Designed a Google Cloud operating model covering data ownership, governance and platform workflows",
      "Led a 20-person regional team on an Oracle-to-Google Cloud reporting migration",
      "Led a team updating a regional data governance framework, including value measurement and lifecycle controls"
    ],
    "tags": [
      "Forward-Deployed AI",
      "Agentic AI",
      "Claude",
      "Harness Engineering",
      "Team Leadership",
      "Data Governance"
    ],
    "source_ids": [
      "gitex_asia_2025",
      "linkedin_public_profile",
      "linkedin_role_dates_2026_09",
      "lim_tern_poh_owner_confirmed_deloitte"
    ]
  },
  {
    "company": "Yoozoo Games AI Innovation Lab (AI2Labs)",
    "role": "Senior AI Product Manager",
    "location": "Singapore",
    "period": "Mar 2022 – Nov 2022",
    "current": false,
    "category_id": "ai_leadership_delivery",
    "description": "Led a cross-functional team of 10 on Slick.AI, an AI platform for game studios and external developers.",
    "highlights": [
      "Set the product roadmap, connecting machine-learning capabilities with business goals and user needs",
      "Worked on user experience and introduced no-code interfaces for non-technical users",
      "Developed the go-to-market approach for internal game studios and external developers"
    ],
    "tags": [
      "AI Product",
      "Product Management",
      "AI Commercialization",
      "User Experience"
    ],
    "source_ids": [
      "nus_profile",
      "nus_mba_journey",
      "linkedin_public_profile",
      "linkedin_role_dates_2026_09"
    ]
  },
  {
    "company": "AI Singapore",
    "role": "Associate Director (Strategy and Special Projects)",
    "location": "Singapore",
    "period": "Jun 2021 – Mar 2022",
    "current": false,
    "category_id": "ai_leadership_delivery",
    "description": "Worked on national AI readiness, advisory, and product initiatives that connected enterprise needs with practical AI choices.",
    "highlights": [
      "Was one of the architects of Singapore's AI Readiness Index (AIRI)",
      "Progressed from AIAP Batch 2 apprentice and Senior AI Engineer into advisory and leadership roles",
      "Connected AI Singapore programs with enterprise AI readiness needs",
      "Helped leaders structure practical AI use cases"
    ],
    "tags": [
      "AIRI",
      "AI Strategy",
      "Product",
      "Go-to-Market",
      "Enterprise AI"
    ],
    "source_ids": [
      "gitex_asia_2025",
      "aisingapore_airi",
      "aisingapore_aiap_career_transformation",
      "nus_profile",
      "linkedin_public_profile",
      "linkedin_role_dates_2026_09"
    ]
  },
  {
    "company": "AI Singapore",
    "role": "AI engineering, consulting and standards roles",
    "location": "Singapore",
    "period": "Nov 2018 – Jun 2021",
    "current": false,
    "category_id": "ai_leadership_delivery",
    "description": "Progressed from AIAP apprenticeship to Senior AI Engineer, Principal AI Consultant and Assistant Head (AI Standards and Advisory), working on applied AI, enterprise advice, security guidance and open source tools.",
    "highlights": [
      "AIAP apprenticeship: Nov 2018 – Aug 2019",
      "Senior AI Engineer: Aug 2019 – Feb 2020",
      "Principal AI Consultant: Mar 2020 – Nov 2020",
      "Assistant Head (AI Standards and Advisory): Nov 2020 – Jun 2021",
      "Helped enterprises scope and build minimum viable AI models",
      "Scoped the RenalTeam problem, explored data, selected features, and helped train a model with a one-week prediction window",
      "After seven months of work, the RenalTeam model reached performance comparable with the medical team for a one-week prediction window",
      "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.",
      "Spoke at FOSSASIA 2020 on AI Singapore's open source AI Bricks"
    ],
    "tags": [
      "AI Governance",
      "AI Standards",
      "AI Security",
      "AI Bricks",
      "Enterprise AI"
    ],
    "source_ids": [
      "fossasia_2020",
      "aisingapore_fossasia_2020",
      "aisingapore_renalteam_2019",
      "aisingapore_aiap_career_transformation",
      "zaobao_ai_engineer_certification_2019",
      "linkedin_public_profile",
      "ies_ai_industry_4_pdf",
      "singapore_standards_tr99",
      "lim_tern_poh_owner_confirmed_aitc",
      "linkedin_role_dates_2026_09"
    ]
  },
  {
    "company": "National AI Office (NAIO)",
    "role": "Secondment from AI Singapore",
    "location": "Singapore",
    "period": "2019-2020",
    "current": false,
    "category_id": "ai_leadership_delivery",
    "description": "Supported the newly established National AI Office through AI Singapore, one day a week for a year.",
    "highlights": [
      "Provided technical expertise on AI during the secondment"
    ],
    "tags": [
      "Public Sector",
      "AI Advisory",
      "National AI"
    ],
    "source_ids": [
      "fossasia_2020",
      "lim_tern_poh_owner_confirmed_naio"
    ]
  },
  {
    "company": "Google for Startups and 500 Global",
    "role": "Startup Mentor",
    "location": "Singapore",
    "period": "Past programs",
    "current": false,
    "category_id": "venture_ecosystem",
    "description": "Mentored founders on AI strategy, product direction, go-to-market, and business model choices through past programs.",
    "highlights": [
      "Mentored AI-first startups through Google and 500 Global programs",
      "Advised founders on product-market fit, AI use cases, and commercial strategy"
    ],
    "tags": [
      "Mentoring",
      "Startups",
      "AI Strategy",
      "Product",
      "Go-to-Market"
    ],
    "source_ids": [
      "sginnovate_ai_business_leaders",
      "google_for_startups_accelerator_sea",
      "nus_profile",
      "linkedin_public_profile"
    ]
  },
  {
    "company": "Association of Small & Medium Enterprises",
    "role": "Digitalization & AI Action Group Member",
    "location": "Singapore",
    "period": "2024-2025",
    "current": false,
    "category_id": "venture_ecosystem",
    "description": "Supported SME-focused AI and digitalization work through ASME's Digitalization & AI Action Group.",
    "highlights": [
      "Supported discussions on practical AI use for small and medium enterprises",
      "Contributed to ecosystem work on digitalization and AI awareness"
    ],
    "tags": [
      "SME AI Adoption",
      "Digitalization",
      "Ecosystem",
      "AI Strategy"
    ],
    "source_ids": [
      "linkedin_public_profile",
      "zaobao_ai_jobs_2024"
    ]
  },
  {
    "company": "Antler Singapore",
    "role": "Founder-in-Residence",
    "location": "Singapore",
    "period": "Mar 2024 – Jun 2024",
    "current": false,
    "category_id": "venture_ecosystem",
    "description": "Joined Antler Singapore's startup incubator while completing the NUS-PKU MBA.",
    "highlights": [
      "Worked on early-stage AI startup ideas and business validation",
      "Combined AI product experience with startup incubation and business validation"
    ],
    "tags": [
      "Venture Building",
      "Startups",
      "AI",
      "Business Validation"
    ],
    "source_ids": [
      "nus_profile",
      "sginnovate_ai_business_leaders",
      "linkedin_public_profile",
      "linkedin_role_dates_2026_09"
    ]
  },
  {
    "company": "Duke-NUS Health Innovator Programme",
    "role": "Business Fellow, Health Innovator Programme",
    "location": "Singapore",
    "period": "2023",
    "current": false,
    "category_id": "venture_ecosystem",
    "description": "Worked in a cross-functional Duke-NUS team and co-developed a cervical cancer screening innovation with clinicians during the NUS MBA journey.",
    "highlights": [
      "Served as a Business Fellow in the Duke-NUS Health Innovator Programme",
      "The screening project led to a Singapore patent application filed in March 2024",
      "NUS reports that the project secured S$50,000 in innovation grant funding"
    ],
    "tags": [
      "MedTech",
      "HealthTech",
      "Patent application",
      "Grant",
      "Venture Building"
    ],
    "source_ids": [
      "nus_profile",
      "duke_nus_dhip",
      "dhip_patent_filing_2024"
    ]
  },
  {
    "company": "Wise / WiSeCue",
    "role": "COO",
    "location": "Singapore",
    "period": "Jun 2020 – Jul 2021",
    "current": false,
    "category_id": "venture_ecosystem",
    "description": "Served as COO for Wise/WiSeCue in the NUS Graduate Research Innovation Programme. The venture worked on a wireless sensing platform for implant monitoring.",
    "highlights": [
      "Served as COO for the Wise/WiSeCue NUS GRIP venture team",
      "Worked on venture-building for a healthcare sensing platform"
    ],
    "tags": [
      "NUS GRIP",
      "Venture Building",
      "MedTech",
      "Healthcare Sensing"
    ],
    "source_ids": [
      "nus_grip_wise_factbook_2020",
      "linkedin_role_dates_2026_09"
    ]
  },
  {
    "company": "Arthur D. Little",
    "role": "Management Consultant (MBA Internship)",
    "location": "Singapore",
    "period": "May 2023 – Aug 2023",
    "current": false,
    "category_id": "commercial_foundations",
    "description": "Supported a strategy engagement on downstream bio- and e-methanol logistics in Southeast Asia.",
    "highlights": [
      "Mapped regional production hubs, demand centres, trade flows and route constraints",
      "Evaluated shipping options, freight economics and supply-chain resilience to inform network scenarios"
    ],
    "tags": [
      "Strategy Consulting",
      "Southeast Asia",
      "Supply Chain",
      "MBA Internship"
    ],
    "source_ids": [
      "linkedin_public_profile"
    ]
  },
  {
    "company": "SegmentFault / ONES.com",
    "role": "MBA Consulting Practicum",
    "location": "Beijing, China",
    "period": "Mar 2023 – May 2023",
    "current": false,
    "category_id": "commercial_foundations",
    "description": "Led a multicultural team on an international go-to-market project for SegmentFault / ONES.com during the PKU Guanghua MBA.",
    "highlights": [
      "Developed an international expansion strategy as part of the Guanghua MBA Integrated Practicum Project"
    ],
    "tags": [
      "Go-to-Market",
      "International Strategy",
      "Team Leadership",
      "MBA Practicum"
    ],
    "source_ids": [
      "pku_guanghua_mba_adventure",
      "linkedin_public_profile"
    ]
  },
  {
    "company": "Procter & Gamble",
    "role": "APAC Purchasing Manager, IT Innovation",
    "location": "Singapore",
    "period": "Jul 2017 – Oct 2018",
    "current": false,
    "category_id": "commercial_foundations",
    "description": "Worked on IT innovation procurement across APAC before moving into AI full time.",
    "highlights": [
      "Managed IT innovation purchasing work across APAC",
      "Built the business base that later shaped his AI strategy work"
    ],
    "tags": [
      "Procurement",
      "IT Innovation",
      "APAC",
      "Business Operations"
    ],
    "source_ids": [
      "fossasia_2020",
      "linkedin_role_dates_2026_09"
    ]
  },
  {
    "company": "Bunge",
    "role": "Trainee Trader (Palm Oil)",
    "location": "Singapore",
    "period": "Aug 2014 – Mar 2016",
    "current": false,
    "category_id": "commercial_foundations",
    "description": "Started in physical commodity markets and supply chain work.",
    "highlights": [
      "Built early experience in commodity markets, supply, demand, and trade flows",
      "Carried a practical market lens into later AI cost and infrastructure analysis"
    ],
    "tags": [
      "Commodities",
      "Trading",
      "Supply Chain",
      "Markets"
    ],
    "source_ids": [
      "fossasia_2020",
      "smu_trading_challenge",
      "linkedin_role_dates_2026_09"
    ]
  }
]