{
  "@context": "https://schema.org",
  "@type": "Person",
  "@id": "https://optiflow.github.io/about_lim_tern_poh/#lim-tern-poh",
  "name": "Lim Tern Poh",
  "display_name": "Lim Tern Poh",
  "alternate_names": [
    "Tern Poh",
    "林腾宝",
    "Tern Poh Lim"
  ],
  "name_variants": [
    "Lim Tern Poh",
    "Tern Poh",
    "林腾宝",
    "Tern Poh Lim"
  ],
  "in_language": "en",
  "url": "https://optiflow.github.io/about_lim_tern_poh/",
  "canonical_profile_url": "https://optiflow.github.io/about_lim_tern_poh/",
  "canonical_site_url": "https://optiflow.github.io/about_lim_tern_poh/",
  "identity_page": "https://optiflow.github.io/about_lim_tern_poh/",
  "profile_data_url": "https://optiflow.github.io/about_lim_tern_poh/profile-data.json",
  "profile_image": "https://optiflow.github.io/about_lim_tern_poh/lim-tern-poh-headshot.jpg",
  "topic_pages": [
    {
      "topic": "AI Governance",
      "url": "https://optiflow.github.io/about_lim_tern_poh/ai-governance/",
      "alternate_language_url": "https://optiflow.github.io/about_lim_tern_poh/zh-cn/ai-governance/"
    }
  ],
  "title": "AI Strategy | AI Transformation | Deployment Strategy",
  "location": "Singapore",
  "summary": "Lim Tern Poh is a Singapore-based AI strategy and transformation leader. He is a Manager in AI & Data at Deloitte. He has led AI work across consulting, national AI programs, product teams, and startup ecosystems. His work connects enterprise AI strategy, AI deployment, trusted AI governance, generative AI, AI readiness, model risk, and cross-border technology leadership.",
  "short_summary": "Lim Tern Poh is a Singapore-based AI strategy and transformation leader. Deloitte Manager in AI & Data. Former AI Singapore leader. NUS-PKU MBA Valedictorian. TR 99 AI security contributor. Startup mentor and public speaker on enterprise AI strategy and adoption.",
  "career_objective": "Seeking AI Strategy, AI Transformation, Deployment Strategy, public speaking, executive advisory, startup mentoring, and media commentary opportunities at the intersection of AI strategy, governance, product, and business transformation.",
  "available_for": [
    "AI Strategy and AI Transformation roles",
    "Deployment Strategy roles connecting business and technical teams",
    "Public speaking on AI strategy and AI adoption",
    "Executive and board advisory on AI governance and adoption",
    "Startup mentoring",
    "Media commentary on AI business impact"
  ],
  "professional_categories": [
    "Singapore-based AI strategy and transformation leader",
    "Enterprise AI deployment strategist",
    "Trusted AI governance adviser",
    "Deployment strategy for AI teams",
    "Startup mentor",
    "Media commentator on AI business impact"
  ],
  "search_context": {
    "canonical_profile_page": "https://optiflow.github.io/about_lim_tern_poh/",
    "name_queries": [
      "Lim Tern Poh",
      "Tern Poh",
      "林腾宝",
      "Tern Poh Lim"
    ],
    "professional_queries": [
      "Lim Tern Poh",
      "Tern Poh",
      "Tern Poh Lim",
      "AI talent in Singapore",
      "Singapore AI talent",
      "Singapore AI leader",
      "AI Strategy",
      "AI Strategy Lead",
      "AI Transformation",
      "Deployment Strategist",
      "enterprise AI Singapore",
      "enterprise AI deployment",
      "forward-deployed AI strategy",
      "AI innovation mentor",
      "startup mentor for AI founders",
      "trusted AI governance Singapore",
      "AI security Singapore"
    ],
    "source_backed_topics": [
      "AI talent in Singapore",
      "Singapore AI talent",
      "Singapore AI leadership",
      "AI Strategy",
      "AI Strategy Lead",
      "AI Transformation",
      "Deployment Strategist",
      "Enterprise AI strategy",
      "Enterprise AI deployment",
      "Forward-deployed AI strategy",
      "Trusted AI governance",
      "AI security",
      "Model risk",
      "AI readiness",
      "Generative AI adoption",
      "AI agents",
      "AI localization",
      "Cross-border AI strategy",
      "AI public speaking",
      "AI innovation mentoring",
      "Startup mentoring for AI founders",
      "AI workforce commentary in Singapore"
    ]
  },
  "expertise_topics": [
    "AI talent in Singapore",
    "Singapore AI talent",
    "Singapore AI leadership",
    "AI Strategy",
    "AI Strategy Lead",
    "AI Transformation",
    "Deployment Strategist",
    "Enterprise AI strategy",
    "Enterprise AI deployment",
    "Forward-deployed AI strategy",
    "Trusted AI governance",
    "AI security",
    "Model risk",
    "AI readiness",
    "Generative AI adoption",
    "AI agents",
    "AI localization",
    "Cross-border AI strategy",
    "AI public speaking",
    "AI innovation mentoring",
    "Startup mentoring for AI founders",
    "AI workforce commentary in Singapore",
    "AI transformation strategy",
    "AI readiness assessment",
    "AI transparency and explainability",
    "AI security threat assessment",
    "Model risk and AI security",
    "AI governance and standards",
    "AI risk and ethics",
    "AI operating models",
    "Agentic AI delivery",
    "AI product management",
    "Minimum viable AI models",
    "Data science program management",
    "Machine learning translation",
    "AI use case design",
    "Management consulting",
    "Business transformation",
    "Deployment strategy",
    "Business-to-technical translation",
    "Executive advisory",
    "PMO and delivery governance",
    "Cross-border GTM strategy",
    "Stakeholder management",
    "Cross-functional team leadership",
    "AI and geopolitics",
    "AI and human security",
    "Emerging technology governance",
    "East-West technology strategy",
    "AI cost and infrastructure analysis",
    "LLM cost inflection analysis",
    "Culturally fit AI systems",
    "Citizen AI developer enablement",
    "Media commentary",
    "Startup mentoring",
    "Go-to-market strategy",
    "Product-market fit",
    "MedTech venture building",
    "Grant funding",
    "Founder coaching"
  ],
  "focus_areas": [
    "AI strategy for enterprise leaders",
    "AI transformation and deployment strategy",
    "How executives can move from AI pilots to governed systems teams use",
    "What AI agents mean for business work",
    "AI readiness, governance, and adoption",
    "Trusted AI governance and TR 99 lessons for executives",
    "AI transparency, explainability, and healthcare decision support",
    "AI and human security in emerging technology governance",
    "Model risk and AI security for business leaders",
    "The business impact of LLM cost declines"
  ],
  "current_role": {
    "company": "Deloitte",
    "role": "Manager, AI & Data",
    "location": "Singapore",
    "period": "2024-Present",
    "current": true,
    "category_id": "ai_leadership_delivery",
    "description": "Advises enterprise leaders on AI, data, generative AI, and business transformation. Works across strategy, governance, delivery, and stakeholder alignment.",
    "highlights": [
      "PMO for large AI delivery work across Fortune 500 APAC clients",
      "Coordinates business leaders, consulting teams, and technical teams",
      "Turns complex AI topics into clear decisions for executives"
    ],
    "tags": [
      "AI Strategy",
      "Data",
      "GenAI",
      "Consulting",
      "Transformation"
    ],
    "source_ids": [
      "gitex_asia_2025",
      "nus_profile"
    ]
  },
  "selected_experience": [
    {
      "company": "Deloitte",
      "role": "Manager, AI & Data",
      "location": "Singapore",
      "period": "2024-Present",
      "current": true,
      "category_id": "ai_leadership_delivery",
      "description": "Advises enterprise leaders on AI, data, generative AI, and business transformation. Works across strategy, governance, delivery, and stakeholder alignment.",
      "highlights": [
        "PMO for large AI delivery work across Fortune 500 APAC clients",
        "Coordinates business leaders, consulting teams, and technical teams",
        "Turns complex AI topics into clear decisions for executives"
      ],
      "tags": [
        "AI Strategy",
        "Data",
        "GenAI",
        "Consulting",
        "Transformation"
      ],
      "source_ids": [
        "gitex_asia_2025",
        "nus_profile"
      ]
    },
    {
      "company": "Yoozoo Games AI Innovation Lab (AI2Labs)",
      "role": "Senior AI Product Manager",
      "location": "Singapore",
      "period": "2022",
      "current": false,
      "category_id": "ai_leadership_delivery",
      "description": "Led AI product work in Yoozoo's AI Innovation Lab, also referenced publicly as AI2Labs, connecting engineering, design, business goals, and user needs.",
      "highlights": [
        "Managed AI product direction and delivery",
        "Aligned technical roadmaps with business needs",
        "Worked with software, data, and design teams"
      ],
      "tags": [
        "AI Product",
        "Product Management",
        "AI Commercialization",
        "User Experience"
      ],
      "source_ids": [
        "nus_profile",
        "nus_mba_journey"
      ]
    },
    {
      "company": "AI Singapore",
      "role": "Associate Director (AI Innovation)",
      "location": "Singapore",
      "period": "2021-2022",
      "current": false,
      "category_id": "ai_leadership_delivery",
      "description": "Led national AI adoption and product work that connected AI readiness, enterprise demand, and go-to-market execution.",
      "highlights": [
        "Led work on Singapore's AI Readiness Index, known as AIRI",
        "Connected AI Singapore programs with enterprise adoption needs",
        "Helped leaders translate AI ambition into practical adoption paths"
      ],
      "tags": [
        "AIRI",
        "AI Strategy",
        "Product",
        "Go-to-Market",
        "Enterprise AI"
      ],
      "source_ids": [
        "gitex_asia_2025",
        "aisingapore_airi",
        "nus_profile",
        "linkedin_public_profile"
      ]
    },
    {
      "company": "AI Singapore",
      "role": "Principal AI Consultant; Assistant Head of AI Standards",
      "location": "Singapore",
      "period": "2018-2021",
      "current": false,
      "category_id": "ai_leadership_delivery",
      "description": "Worked on enterprise AI consulting, AI standards, AI security guidance, and open source AI tools.",
      "highlights": [
        "Helped enterprises scope and build minimum viable AI models",
        "Worked on AI standards and AI security guidance, including TR 99:2021",
        "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",
        "zaobao_ai_engineer_certification_2019",
        "linkedin_public_profile",
        "ies_ai_industry_4_pdf",
        "singapore_standards_tr99"
      ]
    }
  ],
  "selected_innovation": [
    {
      "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"
      ]
    }
  ],
  "education": [
    {
      "institution": "National University of Singapore and Peking University",
      "degree": "Dual Master of Business Administration",
      "location": "Singapore and Beijing",
      "period": "2022-2024",
      "highlights": [
        "NUS MBA Valedictorian",
        "Mandarin Alumni Gold Medalist",
        "Outstanding Graduating Student Prize",
        "Maintained a perfect 5/5 GPA at NUS",
        "2022 ASEAN-China Young Leaders Scholarship recipient",
        "Horizon Scholarship and Sanhao Student Award at Peking University",
        "Executive Committee Member, NUS MBA Tech Club and Entrepreneurship Club",
        "INSEAD Product Game 2023 finalist and NUS VCIC 2024 runner-up",
        "Studied strategy, organization, and general management"
      ],
      "source_ids": [
        "nus_mba_journey",
        "nus_profile",
        "pku_guanghua_mba_adventure",
        "acyls_2022_final_list",
        "linkedin_public_profile",
        "insead_product_games_2023",
        "insead_product_games_youtube"
      ]
    },
    {
      "institution": "National University of Singapore",
      "degree": "Master of Computing, Artificial Intelligence Specialization",
      "location": "Singapore",
      "period": "2020-2022",
      "highlights": [
        "Completed in May 2022",
        "Built a technical base in AI, machine learning, and applied computing"
      ],
      "source_ids": [
        "nus_profile"
      ]
    },
    {
      "institution": "Singapore Management University",
      "degree": "Bachelor of Business Management, Finance and International Trading",
      "location": "Singapore",
      "period": "2010-2014",
      "highlights": [
        "Dean's List",
        "President, SMU Merchants' Club",
        "Led SMU team to 7th place globally in the CME Group Commodity Trading Challenge"
      ],
      "source_ids": [
        "smu_trading_challenge",
        "smu_commodities_article",
        "zaobao_smu_success_2014"
      ]
    }
  ],
  "selected_achievements": [
    {
      "title": "NUS MBA Valedictorian",
      "description": "Graduated top of class from the NUS MBA and received the Outstanding Graduating Student Prize.",
      "type": "academic",
      "source_ids": [
        "nus_mba_journey",
        "nus_profile"
      ]
    },
    {
      "title": "TR 99:2021 AI Security",
      "description": "Contributed to Singapore's TR 99 AI security guidance for assessing and defending against AI security threats.",
      "type": "ai-governance",
      "source_ids": [
        "linkedin_public_profile",
        "singapore_standards_tr99",
        "ies_ai_industry_4_pdf"
      ]
    },
    {
      "title": "Mandarin Alumni Gold Medalist",
      "description": "Received the Mandarin Alumni Gold Medal during the NUS MBA journey.",
      "type": "academic",
      "source_ids": [
        "nus_mba_journey"
      ]
    },
    {
      "title": "AI Readiness Index",
      "description": "Led work on AIRI, Singapore's AI maturity framework for organizations.",
      "type": "national-ai",
      "source_ids": [
        "gitex_asia_2025",
        "aisingapore_airi"
      ]
    },
    {
      "title": "Patent and S$50,000 MedTech Grant",
      "description": "Co-developed a cervical cancer screening innovation, filed a patent, and secured S$50,000 in grant funding.",
      "type": "innovation",
      "source_ids": [
        "nus_profile",
        "nus_mba_journey"
      ]
    },
    {
      "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",
      "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",
      "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",
      "source_ids": [
        "nus_profile",
        "linkedin_public_profile",
        "insead_product_games_2023",
        "insead_product_games_youtube"
      ]
    }
  ],
  "selected_certifications": [
    {
      "name": "CDMP Certification - Associate",
      "issuer": "DAMA CDMP Certification",
      "date": "2025-09-26",
      "issued_at": "2025-09-26",
      "expires_at": "2028-09-26",
      "status": "active",
      "verification_status": "verified_issuer",
      "url": "https://certificates.cdmp.info/093c3306-75df-47de-a76f-493c5683066f",
      "source_ids": [
        "dama_cdmp_wallet_ternpohlim330857"
      ]
    },
    {
      "name": "AIxTech Certificate of Completion (Power-Up Phase)",
      "issuer": "AI Singapore",
      "date": "2026-05-31",
      "issued_at": "2026-05-31",
      "expires_at": null,
      "status": "active",
      "verification_status": "local_certificate_evidence",
      "url": "https://aisingapore.org/aixtech/",
      "source_ids": [
        "aisingapore_aixtech_certificate_2026"
      ],
      "note": "The URL describes the AIxTech programme. It is not a public personal verification page for this certificate."
    },
    {
      "name": "Artificial Intelligence Governance Professional (AIGP)",
      "issuer": "The IAPP",
      "date": "2025-08-29",
      "issued_at": "2025-08-29",
      "expires_at": "2027-08-31",
      "status": "active",
      "verification_status": "verified_issuer",
      "url": "https://www.credential.net/9690e656-8582-4d28-8f25-4211b92f5837",
      "source_ids": [
        "credential_net_wallet_ternpohlim919580"
      ]
    },
    {
      "name": "Professional Machine Learning Engineer Certification",
      "issuer": "Google Cloud",
      "date": "2024-09-15",
      "issued_at": "2024-09-15",
      "expires_at": "2026-09-15",
      "status": "active",
      "verification_status": "verified_issuer",
      "url": "https://www.credly.com/badges/b5db56d7-559c-4233-bfa0-19f3444e6751",
      "source_ids": [
        "credly_tern_poh_lim"
      ]
    },
    {
      "name": "Generative AI Leader Certification",
      "issuer": "Google Cloud",
      "date": "2025-05-24",
      "issued_at": "2025-05-24",
      "expires_at": "2028-05-24",
      "status": "active",
      "verification_status": "verified_issuer",
      "url": "https://www.credly.com/badges/37fbb558-afda-4fed-9fc6-e923ce42e5e9",
      "source_ids": [
        "credly_tern_poh_lim"
      ]
    },
    {
      "name": "Cloud Digital Leader Certification",
      "issuer": "Google Cloud",
      "date": "2025-05-25",
      "issued_at": "2025-05-25",
      "expires_at": "2028-05-25",
      "status": "active",
      "verification_status": "verified_issuer",
      "url": "https://www.credly.com/badges/8340d36c-0131-48a8-894b-f89128615752",
      "source_ids": [
        "credly_tern_poh_lim"
      ]
    },
    {
      "name": "Product Manager Certificate",
      "issuer": "Product School",
      "date": "2021-07-18",
      "issued_at": "2021-07-18",
      "expires_at": null,
      "status": "active",
      "verification_status": "verified_issuer",
      "url": "https://www.credential.net/2d222152-e6ca-467d-b139-73ad8c6e405c",
      "source_ids": [
        "credential_net_wallet_ternpohlim919580"
      ]
    },
    {
      "name": "Chartered AI Engineer Level 1",
      "issuer": "AI Professionals Association",
      "date": "2021-05-14",
      "issued_at": "2021-05-14",
      "expires_at": "2024-05-13",
      "status": "expired",
      "verification_status": "verified_issuer",
      "url": "https://www.credential.net/56380304-e7ef-4402-8136-f45af3631009",
      "source_ids": [
        "credential_net_wallet_ternpohlim919580"
      ]
    },
    {
      "name": "TensorFlow Developer Certificate",
      "issuer": "TensorFlow",
      "date": "2020-07-22",
      "issued_at": "2020-07-22",
      "expires_at": "2023-07-22",
      "status": "expired",
      "verification_status": "verified_issuer",
      "url": "https://www.credential.net/0808dab7-8551-425f-9ec9-e56d67583c39",
      "source_ids": [
        "credential_net_wallet_ternpohlim919580"
      ]
    },
    {
      "name": "AI Certified Engineer Level I",
      "issuer": "AI Singapore",
      "date": "2020-06-15",
      "issued_at": "2020-06-15",
      "expires_at": "2023-06-14",
      "status": "expired",
      "verification_status": "verified_issuer",
      "url": "https://www.credential.net/91b49f15-cf0f-4431-be4c-1363b26303ff",
      "source_ids": [
        "credential_net_wallet_ternpohlim919580"
      ]
    },
    {
      "name": "Certificate of Completion",
      "issuer": "Young Southeast Asian Leaders Initiative",
      "date": "2021-05-23",
      "issued_at": "2021-05-23",
      "expires_at": null,
      "status": "active",
      "verification_status": "user_uploaded",
      "url": "https://www.credential.net/3b13a967-3d2e-40ea-9244-5fb00ec6333a?username=ternpohlim919580",
      "source_ids": [
        "credential_net_wallet_ternpohlim919580"
      ],
      "note": "Credential.net marks this credential as user-uploaded and not verified by Accredible."
    }
  ],
  "selected_talks": [
    {
      "title": "GITEX AI Asia 2025",
      "host": "GITEX Asia",
      "year": "2025",
      "category_id": "business_enterprise",
      "format": "Conference",
      "topic": "Enterprise AI and consulting",
      "venue": "Singapore",
      "asset_type": "Speaker listing",
      "evidence_strength": "Medium",
      "url": "https://gitexasia.com/speakers-2025",
      "source_ids": [
        "gitex_asia_2025"
      ]
    },
    {
      "title": "Generative AI for Business Leaders and Elevating Experience with AI Agent and LLM",
      "host": "SGInnovate",
      "year": "2024",
      "category_id": "business_enterprise",
      "date": "2024-04-30",
      "format": "Seminar",
      "topic": "Generative AI, AI agents, LLMs, and business adoption",
      "venue": "32 Carpenter Street, Singapore",
      "asset_type": "Event page",
      "evidence_strength": "High",
      "url": "https://www.sginnovate.com/event/generative-ai-business-leaders-and-elevating-experience-ai-agent-and-llm",
      "source_ids": [
        "sginnovate_ai_business_leaders"
      ]
    },
    {
      "title": "Generative AI keynote for digital marketing and Scopus teams",
      "host": "Elsevier / Scopus AI",
      "year": "2023",
      "category_id": "business_enterprise",
      "format": "Keynote",
      "topic": "Generative AI for digital marketing teams",
      "venue": "Corporate team session",
      "asset_type": "Institutional profile mention",
      "evidence_strength": "Medium",
      "url": "https://mba.nus.edu.sg/student_stories/lim-tern-poh/",
      "source_ids": [
        "nus_profile"
      ]
    },
    {
      "title": "Clearer Waters: Opportunities in China's Recovery",
      "host": "Eye on Asia / The Young SEAkers",
      "year": "2024",
      "category_id": "cross_border_strategy",
      "date": "2024-02-27",
      "format": "Panel",
      "topic": "China recovery, East-West business collaboration, and cross-border leadership, with a speaker bio linking AI technical expertise and strategic foresight",
      "venue": "National Library Building, Singapore",
      "asset_type": "Government event page",
      "evidence_strength": "High",
      "url": "https://www.eyeonasia.gov.sg/events/past-events/27-feb-2024/",
      "source_ids": [
        "eye_on_asia_clearer_waters_2024"
      ]
    },
    {
      "title": "AI for Business Leaders Workshop Series",
      "host": "NUS MBA Tech Club",
      "year": "2023",
      "category_id": "mba_innovation_students",
      "date": "2023-10",
      "format": "Workshop and panel moderation",
      "topic": "Three-part AI for Business Leaders workshop series covering AI business use cases, ChatGPT prompt engineering, and AI industry panel moderation",
      "venue": "National University of Singapore",
      "asset_type": "Institutional article",
      "evidence_strength": "High",
      "url": "https://mba.nus.edu.sg/mba-life/ai-for-business-leaders-workshop-series/",
      "source_ids": [
        "nus_mba_ai_business_leaders_workshop",
        "nus_profile",
        "nus_mba_journey"
      ]
    }
  ],
  "selected_publications": [
    {
      "title": "TR 99:2021 - Artificial intelligence (AI) security",
      "publisher": "Singapore Standards Council",
      "year": "2022",
      "type": "Technical reference",
      "language": "en",
      "content_group": "contributed_standards_reports",
      "topic": "AI security, model risk, and early-lifecycle AI system design",
      "url": "https://www.singaporestandardseshop.sg/Product/SSPdtDetail/553b4562-ef85-4ebb-bfeb-2b35beb1d29c",
      "source_ids": [
        "singapore_standards_tr99",
        "linkedin_public_profile"
      ]
    },
    {
      "title": "AI Transparency & Explainability: A Policy Prototyping Experiment",
      "publisher": "Open Loop",
      "year": "2022",
      "type": "Contributed report",
      "language": "en",
      "content_group": "contributed_standards_reports",
      "topic": "AI transparency, explainability, and policy prototyping in Asia Pacific",
      "url": "https://openloop.org/reports/2022/07/openloop-asia-pacific-fullreport-2022.pdf.pdf",
      "source_ids": [
        "openloop_apac_ai_transparency"
      ]
    },
    {
      "title": "Using Artificial Intelligence to Support Healthcare Decisions: A Guide for Society",
      "publisher": "IPUR / Lloyd's Register Foundation Institute for the Public Understanding of Risk",
      "year": "2021",
      "type": "Contributed guide",
      "language": "en",
      "content_group": "contributed_standards_reports",
      "topic": "Healthcare AI decision support, risk, and public understanding",
      "url": "https://ipur.nus.edu.sg/wp-content/uploads/2021/10/Using-Artificial-Intelligence-to-Support-Healthcare-Decision-Web.pdf",
      "source_ids": [
        "ipur_healthcare_ai_decisions"
      ]
    },
    {
      "title": "Unlocking the Impact of AI on Human Security",
      "publisher": "Commonwealth Security Group / CWSRG",
      "year": "2021",
      "type": "Contributed article",
      "language": "en",
      "content_group": "contributed_standards_reports",
      "topic": "AI, human security, emerging technology, and AI governance",
      "url": "https://www.cwsrg.org/emerging-technology-insight-2021",
      "source_ids": [
        "cwsrg_emerging_technology_2021"
      ]
    },
    {
      "title": "A Structured Approach for Ideating AI Use Cases With AI Discovery",
      "publisher": "Medium",
      "year": "",
      "type": "Article",
      "language": "en",
      "content_group": "english_writing",
      "topic": "AI use case design and adapted design sprint methods",
      "url": "https://medium.com/data-science/a-structured-approach-for-ideating-ai-use-cases-with-ai-discovery-85d00db078b5",
      "source_ids": [
        "medium_ai_discovery"
      ]
    }
  ],
  "selected_media": [
    {
      "title": "DeepSeek: Changing the game, not the leader",
      "publisher": "ThinkChina",
      "year": "2025",
      "type": "Media commentary",
      "language": "en",
      "content_group": "english_writing",
      "topic": "DeepSeek, AI cost, and market adoption",
      "url": "https://www.thinkchina.sg/technology/deepseek-changing-game-not-leader",
      "source_ids": [
        "thinkchina_deepseek"
      ]
    },
    {
      "title": "特稿：DeepSeek掀起接入潮 重塑中国经济格局",
      "publisher": "Lianhe Zaobao",
      "year": "2025",
      "type": "Quoted expert commentary",
      "language": "zh",
      "content_group": "chinese_commentary",
      "topic": "DeepSeek cost inflection, public-sector AI adoption, and jobs impact",
      "url": "https://www.zaobao.com.sg/news/china/story20250225-5925623",
      "source_ids": [
        "zaobao_deepseek_cost_inflection"
      ]
    },
    {
      "title": "OpenAI's block will spur AI with Chinese characteristics",
      "publisher": "ThinkChina",
      "year": "2024",
      "type": "Media commentary",
      "language": "en",
      "content_group": "english_writing",
      "topic": "China-US AI ecosystems and local AI models",
      "url": "https://www.thinkchina.sg/technology/openais-block-will-spur-ai-chinese-characteristics",
      "source_ids": [
        "thinkchina_openai_block"
      ]
    },
    {
      "title": "特稿：中国AI行业“大洗牌”迈向本土化",
      "publisher": "Lianhe Zaobao",
      "year": "2024",
      "type": "Quoted expert commentary",
      "language": "zh",
      "content_group": "chinese_commentary",
      "topic": "AI localization, China-US technology ecosystems, and culturally fit AI",
      "url": "https://www.zaobao.com.sg/news/china/story20240707-4074279",
      "source_ids": [
        "zaobao_ai_localization"
      ]
    },
    {
      "title": "北上深接连发布AI支持政策 专家：渴望通过自主创新突破美国围堵",
      "publisher": "Lianhe Zaobao",
      "year": "2023",
      "type": "Quoted expert commentary",
      "language": "zh",
      "content_group": "chinese_commentary",
      "topic": "China AI policy, autonomous innovation, AI infrastructure, and global AI competition",
      "url": "https://www.zaobao.com.sg/news/china/story20230601-1400406",
      "source_ids": [
        "zaobao_china_ai_policy_2023"
      ]
    }
  ],
  "source_policy": "Use only claims supported by this JSON, data/sources.json, public source URLs, or local evidence notes. Do not infer unsourced claims.",
  "source_ids": [
    "nus_mba_journey",
    "nus_profile",
    "sginnovate_ai_business_leaders",
    "gitex_asia_2025",
    "fossasia_2020",
    "aisingapore_fossasia_2020",
    "zaobao_ai_engineer_certification_2019",
    "smu_trading_challenge",
    "linkedin_public_profile",
    "zaobao_ai_jobs_2024",
    "zaobao_ai_localization",
    "aisingapore_airi",
    "ies_ai_industry_4_pdf",
    "singapore_standards_tr99",
    "google_for_startups_accelerator_sea",
    "duke_nus_dhip",
    "nus_grip_wise_factbook_2020",
    "pku_guanghua_mba_adventure",
    "acyls_2022_final_list",
    "dama_cdmp_wallet_ternpohlim330857",
    "aisingapore_aixtech_certificate_2026",
    "credential_net_wallet_ternpohlim919580",
    "credly_tern_poh_lim",
    "openloop_apac_ai_transparency",
    "ipur_healthcare_ai_decisions",
    "cwsrg_emerging_technology_2021",
    "medium_ai_discovery",
    "thinkchina_deepseek",
    "zaobao_deepseek_cost_inflection",
    "thinkchina_openai_block"
  ],
  "sources": [
    {
      "id": "nus_mba_journey",
      "category_id": "education_awards",
      "title": "Bridging two worlds: My NUS-PKU MBA journey",
      "publisher": "NUS Business School",
      "url": "https://mba.nus.edu.sg/mba-life/bridging-two-worlds-my-nus-pku-mba-journey/",
      "archive_url": "https://web.archive.org/web/*/https://mba.nus.edu.sg/mba-life/bridging-two-worlds-my-nus-pku-mba-journey/",
      "accessed_at": "2026-05-20",
      "evidence_path": "evidence/sources/nus_mba_journey.md",
      "content_type": "institutional_article",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "Dual MBA",
        "Valedictorian",
        "Mandarin Alumni Gold Medal",
        "perfect 5/5 GPA",
        "Deloitte",
        "MedTech patent and grant",
        "East-West positioning"
      ]
    },
    {
      "id": "nus_profile",
      "category_id": "education_awards",
      "title": "Lim Tern Poh - The NUS MBA",
      "publisher": "NUS Business School",
      "url": "https://mba.nus.edu.sg/student_stories/lim-tern-poh/",
      "archive_url": "https://web.archive.org/web/*/https://mba.nus.edu.sg/student_stories/lim-tern-poh/",
      "accessed_at": "2026-05-20",
      "evidence_path": "evidence/sources/nus_profile.md",
      "content_type": "institutional_profile",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "NUS MComp AI",
        "AI Singapore",
        "Yoozoo",
        "Deloitte",
        "Duke-NUS innovation",
        "Outstanding Graduating Student Prize",
        "NUS MBA Tech Club",
        "NUS MBA Entrepreneurship Club",
        "AI Professionals Association",
        "INSEAD Product Game",
        "NUS VCIC",
        "speaking and mentoring"
      ]
    },
    {
      "id": "duke_nus_dhip",
      "category_id": "career_ai_leadership",
      "title": "Duke-NUS Health Innovator Programme",
      "publisher": "Duke-NUS Medical School",
      "url": "https://www.duke-nus.edu.sg/innovation/for-aspiring-innovators/dhip",
      "archive_url": "https://web.archive.org/web/*/https://www.duke-nus.edu.sg/innovation/for-aspiring-innovators/dhip",
      "accessed_at": "2026-05-30",
      "evidence_path": "evidence/sources/duke_nus_dhip.md",
      "content_type": "institutional_program_page",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "D-HIP programme context",
        "Cohort 2 Business Fellow",
        "Lim Tern Poh listed by Duke-NUS"
      ]
    },
    {
      "id": "sginnovate_ai_business_leaders",
      "category_id": "career_ai_leadership",
      "title": "Generative AI for Business Leaders and Elevating Experience with AI Agent and LLM",
      "publisher": "SGInnovate",
      "url": "https://www.sginnovate.com/event/generative-ai-business-leaders-and-elevating-experience-ai-agent-and-llm",
      "archive_url": "https://web.archive.org/web/*/https://www.sginnovate.com/event/generative-ai-business-leaders-and-elevating-experience-ai-agent-and-llm",
      "accessed_at": "2026-05-20",
      "evidence_path": "evidence/sources/sginnovate_ai_business_leaders.md",
      "content_type": "event_page",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "AI speaking",
        "Google for Startups mentoring",
        "Antler",
        "AI and LLM topics"
      ]
    },
    {
      "id": "google_for_startups_accelerator_sea",
      "category_id": "career_ai_leadership",
      "title": "Google for Startups Accelerator: Southeast Asia",
      "publisher": "Google for Startups",
      "url": "https://startup.google.com/programs/accelerator/southeast-asia/",
      "archive_url": "https://web.archive.org/web/*/https://startup.google.com/programs/accelerator/southeast-asia/",
      "accessed_at": "2026-05-23",
      "evidence_path": "evidence/sources/google_for_startups_accelerator_sea.md",
      "content_type": "program_page",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "Google for Startups Accelerator Southeast Asia program context",
        "program mentoring context",
        "technical expertise",
        "product strategy support",
        "startup scaling"
      ]
    },
    {
      "id": "nus_grip_wise_factbook_2020",
      "category_id": "career_ai_leadership",
      "title": "NUS GRIP All Teams Factsheets",
      "publisher": "NUS Graduate Research Innovation Programme",
      "url": "https://www.nus.edu.sg/grip/wp-content/uploads/2020/12/All-Teams-Factsheets.pdf",
      "archive_url": "https://web.archive.org/web/*/https://www.nus.edu.sg/grip/wp-content/uploads/2020/12/All-Teams-Factsheets.pdf",
      "accessed_at": "2026-05-23",
      "evidence_path": "evidence/sources/nus_grip_wise_factbook_2020.md",
      "content_type": "public_pdf",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "NUS GRIP",
        "Wise / WiSeCue",
        "Tern Poh LIM",
        "COO",
        "wireless sensing platform for implant monitoring"
      ]
    },
    {
      "id": "gitex_asia_2025",
      "category_id": "career_ai_leadership",
      "title": "GITEX AI Asia Speakers 2025",
      "publisher": "GITEX Asia",
      "url": "https://gitexasia.com/speakers-2025",
      "archive_url": "https://web.archive.org/web/*/https://gitexasia.com/speakers-2025",
      "accessed_at": "2026-05-20",
      "evidence_path": "evidence/sources/gitex_asia_2025.md",
      "content_type": "conference_speaker_page",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "Deloitte Manager, AI & Data",
        "AIRI",
        "enterprise AI"
      ]
    },
    {
      "id": "fossasia_2020",
      "category_id": "career_ai_leadership",
      "title": "FOSSASIA Summit 2020",
      "publisher": "FOSSASIA",
      "url": "https://2020.fossasia.org/event/tracks.html",
      "archive_url": "https://web.archive.org/web/*/https://2020.fossasia.org/event/tracks.html",
      "accessed_at": "2026-05-20",
      "evidence_path": "evidence/sources/fossasia_2020.md",
      "content_type": "conference_archive",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "AI Singapore",
        "GovTech",
        "National AI Office",
        "Bunge",
        "Procter & Gamble",
        "AI Bricks",
        "FOSSASIA 2020 talk",
        "AI Singapore representation"
      ]
    },
    {
      "id": "aisingapore_fossasia_2020",
      "category_id": "career_ai_leadership",
      "title": "Open Source Solutions at FOSSASIA Summit 2020",
      "publisher": "AI Singapore",
      "url": "https://aisingapore.org/open-source-solutions-at-fossasia-summit-2020/",
      "archive_url": "https://web.archive.org/web/*/https://aisingapore.org/open-source-solutions-at-fossasia-summit-2020/",
      "accessed_at": "2026-05-30",
      "evidence_path": "evidence/sources/aisingapore_fossasia_2020.md",
      "content_type": "institutional_article",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "AI Singapore",
        "Principal AI Consultant",
        "Tern Poh",
        "AI Bricks",
        "open source AI",
        "FOSSASIA 2020 talk",
        "AI Singapore representation"
      ]
    },
    {
      "id": "zaobao_ai_engineer_certification_2019",
      "category_id": "career_ai_leadership",
      "title": "协助达到精进技能目标 明年推出人工智能工程师技术认证",
      "publisher": "Lianhe Zaobao",
      "url": "https://www.zaobao.com.sg/sme/news/story20191030-1001019",
      "archive_url": "https://web.archive.org/web/*/https://www.zaobao.com.sg/sme/news/story20191030-1001019",
      "accessed_at": "2026-05-21",
      "evidence_path": "evidence/sources/zaobao_ai_engineer_certification_2019.md",
      "content_type": "media_article",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "Chinese name 林腾宝",
        "AI Singapore",
        "AI Apprenticeship Programme",
        "Senior AI Engineer",
        "career transition from trading and finance to AI",
        "AI engineer certification context"
      ]
    },
    {
      "id": "smu_trading_challenge",
      "category_id": "education_awards",
      "title": "SMU teams excel in global Commodity Trading Challenge",
      "publisher": "Singapore Management University",
      "url": "https://business.smu.edu.sg/news/smu-teams-excel-global-commodity-trading-challenge",
      "archive_url": "https://web.archive.org/web/*/https://business.smu.edu.sg/news/smu-teams-excel-global-commodity-trading-challenge",
      "accessed_at": "2026-05-20",
      "evidence_path": "evidence/sources/smu_trading_challenge.md",
      "content_type": "institutional_news",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "CME Group Commodity Trading Challenge",
        "7th globally",
        "top Asian team"
      ]
    },
    {
      "id": "thinkchina_deepseek",
      "category_id": "media_writing",
      "title": "DeepSeek: Changing the game, not the leader",
      "publisher": "ThinkChina",
      "url": "https://www.thinkchina.sg/technology/deepseek-changing-game-not-leader",
      "archive_url": "https://web.archive.org/web/*/https://www.thinkchina.sg/technology/deepseek-changing-game-not-leader",
      "accessed_at": "2026-05-20",
      "evidence_path": "evidence/sources/thinkchina_deepseek.md",
      "content_type": "media_article",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "DeepSeek commentary",
        "AI cost analysis",
        "market adoption"
      ]
    },
    {
      "id": "thinkchina_openai_block",
      "category_id": "media_writing",
      "title": "OpenAI's block will spur AI with Chinese characteristics",
      "publisher": "ThinkChina",
      "url": "https://www.thinkchina.sg/technology/openais-block-will-spur-ai-chinese-characteristics",
      "archive_url": "https://web.archive.org/web/*/https://www.thinkchina.sg/technology/openais-block-will-spur-ai-chinese-characteristics",
      "accessed_at": "2026-05-20",
      "evidence_path": "evidence/sources/thinkchina_openai_block.md",
      "content_type": "media_article",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "China-US AI commentary",
        "AI with Chinese characteristics",
        "local model strategy"
      ]
    },
    {
      "id": "linkedin_public_profile",
      "category_id": "career_ai_leadership",
      "title": "Tern Poh Lim - Deloitte | LinkedIn",
      "publisher": "LinkedIn",
      "url": "https://sg.linkedin.com/in/ternpohlim",
      "archive_url": "https://web.archive.org/web/*/https://sg.linkedin.com/in/ternpohlim",
      "accessed_at": "2026-05-22",
      "evidence_path": "evidence/sources/linkedin_public_profile.md",
      "content_type": "public_profile",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "Tern Poh Lim public profile name",
        "TR 99 AI security",
        "ASME Digitalization & AI Action Group",
        "INSEAD Product Game",
        "NUS VCIC",
        "500 Global mentoring",
        "AI product and ecosystem roles"
      ]
    },
    {
      "id": "zaobao_ai_jobs_2024",
      "category_id": "career_ai_leadership",
      "title": "报告：本地招聘广告 AI相关职位一年增3.6倍",
      "publisher": "Lianhe Zaobao",
      "url": "https://www.zaobao.com.sg/news/singapore/story20241211-5569556",
      "archive_url": "https://web.archive.org/web/*/https://www.zaobao.com.sg/news/singapore/story20241211-5569556",
      "accessed_at": "2026-05-21",
      "evidence_path": "evidence/sources/zaobao_ai_jobs_2024.md",
      "content_type": "media_article",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "Chinese name 林腾宝",
        "AI workforce commentary",
        "generative AI job growth in Singapore",
        "ASME Digitalization & AI Action Group",
        "career transition into AI",
        "Lianhe Zaobao interview"
      ]
    },
    {
      "id": "pku_guanghua_mba_adventure",
      "category_id": "education_awards",
      "title": "Navigating New Horizons: My MBA Adventure at Guanghua",
      "publisher": "Peking University Guanghua School of Management",
      "url": "https://en.gsm.pku.edu.cn/mba/info/1495/5933.htm",
      "archive_url": "https://web.archive.org/web/*/https://en.gsm.pku.edu.cn/mba/info/1495/5933.htm",
      "accessed_at": "2026-05-20",
      "evidence_path": "evidence/sources/pku_guanghua_mba_adventure.md",
      "content_type": "institutional_article",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "PKU MBA",
        "Horizon Scholarship",
        "Sanhao Student Award",
        "SegmentFault / ONES.com consulting",
        "Best Presentation Award",
        "cross-border go-to-market strategy"
      ]
    },
    {
      "id": "acyls_2022_final_list",
      "category_id": "education_awards",
      "title": "Final List of 2022 ASEAN-China Young Leaders Scholarship",
      "publisher": "Bureau of International Cooperation, Thailand Ministry of Education",
      "url": "https://bic.moe.go.th/images/stories/pdf/2022_ACYLS_Final_List_29-6-2565.pdf",
      "archive_url": "https://web.archive.org/web/*/https://bic.moe.go.th/images/stories/pdf/2022_ACYLS_Final_List_29-6-2565.pdf",
      "accessed_at": "2026-05-30",
      "evidence_path": "evidence/sources/acyls_2022_final_list.md",
      "content_type": "public_pdf",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "2022 ASEAN-China Young Leaders Scholarship recipient",
        "LIM, TERN POH",
        "Singapore",
        "Peking University",
        "Master of Business Administration",
        "2022-09-01 to 2024-07-15"
      ]
    },
    {
      "id": "zaobao_deepseek_cost_inflection",
      "category_id": "media_writing",
      "title": "特稿：DeepSeek掀起接入潮 重塑中国经济格局",
      "publisher": "Lianhe Zaobao",
      "url": "https://www.zaobao.com.sg/news/china/story20250225-5925623",
      "archive_url": "https://web.archive.org/web/*/https://www.zaobao.com.sg/news/china/story20250225-5925623",
      "accessed_at": "2026-05-21",
      "evidence_path": "evidence/sources/zaobao_deepseek_cost_inflection.md",
      "content_type": "media_article",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "Chinese name 林腾宝",
        "DeepSeek cost inflection",
        "China AI adoption",
        "public-sector AI employees",
        "AI impact on jobs",
        "Lianhe Zaobao interview"
      ]
    },
    {
      "id": "zaobao_ai_localization",
      "category_id": "media_writing",
      "title": "特稿：中国AI行业“大洗牌”迈向本土化",
      "publisher": "Lianhe Zaobao",
      "url": "https://www.zaobao.com.sg/news/china/story20240707-4074279",
      "archive_url": "https://web.archive.org/web/*/https://www.zaobao.com.sg/news/china/story20240707-4074279",
      "accessed_at": "2026-05-21",
      "evidence_path": "evidence/sources/zaobao_ai_localization.md",
      "content_type": "media_article",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "Chinese name 林腾宝",
        "AI localization",
        "China-US AI ecosystems",
        "culturally fit AI systems",
        "Lianhe Zaobao interview"
      ]
    },
    {
      "id": "ies_ai_industry_4_pdf",
      "category_id": "ai_governance_standards",
      "title": "Industry 4.0 and AI and Innovation for Engineers",
      "publisher": "Institution of Engineers Singapore",
      "url": "https://www.ies.org.sg/Tenant/C0000005/PDF%20File/TC/Infrastructure%20Cluster/280521.pdf",
      "archive_url": "https://web.archive.org/web/*/https://www.ies.org.sg/Tenant/C0000005/PDF%20File/TC/Infrastructure%20Cluster/280521.pdf",
      "accessed_at": "2026-05-20",
      "evidence_path": "evidence/sources/ies_ai_industry_4_pdf.md",
      "content_type": "public_pdf",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "Assistant Head of AI Standards",
        "AI Technical Committee",
        "AI audit framework",
        "minimum viable AI models"
      ]
    },
    {
      "id": "openloop_apac_ai_transparency",
      "category_id": "ai_governance_standards",
      "title": "AI Transparency & Explainability: A Policy Prototyping Experiment",
      "publisher": "Open Loop",
      "url": "https://openloop.org/reports/2022/07/openloop-asia-pacific-fullreport-2022.pdf.pdf",
      "archive_url": "https://web.archive.org/web/*/https://openloop.org/reports/2022/07/openloop-asia-pacific-fullreport-2022.pdf.pdf",
      "accessed_at": "2026-05-20",
      "evidence_path": "evidence/sources/openloop_apac_ai_transparency.md",
      "content_type": "public_pdf",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "contributed report",
        "AI Singapore technical partner",
        "AI transparency",
        "AI explainability",
        "policy prototyping"
      ]
    },
    {
      "id": "ipur_healthcare_ai_decisions",
      "category_id": "ai_governance_standards",
      "title": "Using Artificial Intelligence to Support Healthcare Decisions: A Guide for Society",
      "publisher": "IPUR / Lloyd's Register Foundation Institute for the Public Understanding of Risk",
      "url": "https://ipur.nus.edu.sg/wp-content/uploads/2021/10/Using-Artificial-Intelligence-to-Support-Healthcare-Decision-Web.pdf",
      "archive_url": "https://web.archive.org/web/*/https://ipur.nus.edu.sg/wp-content/uploads/2021/10/Using-Artificial-Intelligence-to-Support-Healthcare-Decision-Web.pdf",
      "accessed_at": "2026-05-20",
      "evidence_path": "evidence/sources/ipur_healthcare_ai_decisions.md",
      "content_type": "public_pdf",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "contributed guide",
        "AI Singapore project team contributor",
        "healthcare AI decision support",
        "public understanding of AI risk"
      ]
    },
    {
      "id": "cwsrg_emerging_technology_2021",
      "category_id": "ai_governance_standards",
      "title": "Unlocking the Impact of AI on Human Security",
      "publisher": "Commonwealth Security Group / CWSRG",
      "url": "https://www.cwsrg.org/emerging-technology-insight-2021",
      "archive_url": "https://web.archive.org/web/*/https://www.cwsrg.org/emerging-technology-insight-2021",
      "accessed_at": "2026-05-20",
      "evidence_path": "evidence/sources/cwsrg_emerging_technology_2021.md",
      "content_type": "report_page",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "contributed article",
        "Unlocking the Impact of AI on Human Security",
        "pages 22-23",
        "Commonwealth Security Group",
        "emerging technology",
        "AI and human security"
      ]
    },
    {
      "id": "singapore_standards_tr99",
      "category_id": "ai_governance_standards",
      "title": "TR 99:2021 Artificial intelligence (AI) security",
      "publisher": "Singapore Standards eShop",
      "url": "https://www.singaporestandardseshop.sg/Product/SSPdtDetail/553b4562-ef85-4ebb-bfeb-2b35beb1d29c",
      "archive_url": "https://web.archive.org/web/*/https://www.singaporestandardseshop.sg/Product/SSPdtDetail/553b4562-ef85-4ebb-bfeb-2b35beb1d29c",
      "accessed_at": "2026-05-20",
      "evidence_path": "evidence/sources/singapore_standards_tr99.md",
      "content_type": "standards_page",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "TR 99:2021",
        "AI security threats",
        "model security",
        "trusted AI governance"
      ]
    },
    {
      "id": "medium_ai_discovery",
      "category_id": "media_writing",
      "title": "A Structured Approach for Ideating AI Use Cases With AI Discovery",
      "publisher": "Medium",
      "url": "https://medium.com/data-science/a-structured-approach-for-ideating-ai-use-cases-with-ai-discovery-85d00db078b5",
      "archive_url": "https://web.archive.org/web/*/https://medium.com/data-science/a-structured-approach-for-ideating-ai-use-cases-with-ai-discovery-85d00db078b5",
      "accessed_at": "2026-05-20",
      "evidence_path": "evidence/sources/medium_ai_discovery.md",
      "content_type": "personal_article",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "AI discovery",
        "AI use case ideation",
        "adapted design sprint"
      ]
    },
    {
      "id": "aisingapore_airi",
      "category_id": "career_ai_leadership",
      "title": "AI Readiness Index - Where Are You on the AI Journey?",
      "publisher": "AI Singapore",
      "url": "https://aisingapore.org/ai-readiness-index-where-are-you-on-the-ai-journey/",
      "archive_url": "https://web.archive.org/web/*/https://aisingapore.org/ai-readiness-index-where-are-you-on-the-ai-journey/",
      "accessed_at": "2026-05-30",
      "evidence_path": "evidence/sources/aisingapore_airi.md",
      "content_type": "institutional_article",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "AI Readiness Index",
        "AIRI",
        "Tern Poh from AI Advisory Team",
        "architect of AIRI framework",
        "four pillars",
        "nine dimensions",
        "AI readiness levels"
      ]
    },
    {
      "id": "credly_tern_poh_lim",
      "category_id": "credential_verification",
      "title": "Tern Poh Lim - Credly profile",
      "publisher": "Credly",
      "url": "https://www.credly.com/users/tern-poh-lim",
      "archive_url": "https://web.archive.org/web/*/https://www.credly.com/users/tern-poh-lim",
      "accessed_at": "2026-05-21",
      "evidence_path": "evidence/sources/credly_tern_poh_lim.md",
      "content_type": "credential_profile",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "Generative AI Leader Certification",
        "Cloud Digital Leader Certification",
        "Professional Machine Learning Engineer Certification",
        "Google Cloud",
        "credential issue and expiry dates"
      ]
    },
    {
      "id": "credential_net_wallet_ternpohlim919580",
      "category_id": "credential_verification",
      "title": "Tern Poh Lim - Credential.net wallet",
      "publisher": "Accredible / Credential.net",
      "url": "https://www.credential.net/profile/ternpohlim919580/wallet",
      "archive_url": "https://web.archive.org/web/*/https://www.credential.net/profile/ternpohlim919580/wallet",
      "accessed_at": "2026-05-21",
      "evidence_path": "evidence/sources/credential_net_wallet_ternpohlim919580.md",
      "content_type": "credential_wallet",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "Artificial Intelligence Governance Professional (AIGP)",
        "Product Manager Certificate",
        "Chartered AI Engineer Level 1",
        "TensorFlow Developer Certificate",
        "AI Certified Engineer Level I",
        "Young Southeast Asian Leaders Initiative Certificate of Completion",
        "credential issue dates",
        "credential expiry status",
        "user-uploaded credential status"
      ]
    },
    {
      "id": "dama_cdmp_wallet_ternpohlim330857",
      "category_id": "credential_verification",
      "title": "Tern Poh Lim's Credentials wallet",
      "publisher": "DAMA CDMP Certification / Accredible",
      "url": "https://certificates.cdmp.info/profile/eu-ternpohlim330857/wallet",
      "archive_url": "https://web.archive.org/web/*/https://certificates.cdmp.info/profile/eu-ternpohlim330857/wallet",
      "accessed_at": "2026-06-02",
      "evidence_path": "evidence/sources/dama_cdmp_wallet_ternpohlim330857.md",
      "content_type": "credential_wallet",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "CDMP Certification - Associate",
        "Tern Poh Lim",
        "DAMA CDMP Certification",
        "credential issue date",
        "credential expiry date",
        "credential ID 16451097",
        "verified issuer",
        "Data Management Fundamentals Badge"
      ]
    },
    {
      "id": "aisingapore_aixtech_certificate_2026",
      "category_id": "credential_verification",
      "title": "AIxTech Certificate of Completion (Power-Up Phase)",
      "publisher": "AI Singapore",
      "url": "https://aisingapore.org/aixtech/",
      "archive_url": "https://web.archive.org/web/*/https://aisingapore.org/aixtech/",
      "accessed_at": "2026-05-31",
      "evidence_path": "evidence/sources/aisingapore_aixtech_certificate_2026.md",
      "content_type": "programme_page_and_local_certificate_evidence",
      "preservation_status": "archive_index_and_local_evidence",
      "supports": [
        "AIxTech Certificate of Completion (Power-Up Phase)",
        "AI Singapore",
        "certificate issue date",
        "certificate ID",
        "Power-Up Phase completion"
      ]
    }
  ],
  "same_as": [
    "https://www.linkedin.com/in/ternpohlim/",
    "https://sg.linkedin.com/in/ternpohlim",
    "https://github.com/optiflow",
    "https://mba.nus.edu.sg/student_stories/lim-tern-poh/",
    "https://gitexasia.com/speakers-2025",
    "https://www.sginnovate.com/event/generative-ai-business-leaders-and-elevating-experience-ai-agent-and-llm",
    "https://www.credly.com/users/tern-poh-lim",
    "https://www.credential.net/profile/ternpohlim919580/wallet"
  ],
  "source_urls": [
    "https://mba.nus.edu.sg/mba-life/bridging-two-worlds-my-nus-pku-mba-journey/",
    "https://mba.nus.edu.sg/student_stories/lim-tern-poh/",
    "https://www.sginnovate.com/event/generative-ai-business-leaders-and-elevating-experience-ai-agent-and-llm",
    "https://gitexasia.com/speakers-2025",
    "https://2020.fossasia.org/event/tracks.html",
    "https://aisingapore.org/open-source-solutions-at-fossasia-summit-2020/",
    "https://www.zaobao.com.sg/sme/news/story20191030-1001019",
    "https://business.smu.edu.sg/news/smu-teams-excel-global-commodity-trading-challenge",
    "https://sg.linkedin.com/in/ternpohlim",
    "https://www.zaobao.com.sg/news/singapore/story20241211-5569556",
    "https://www.zaobao.com.sg/news/china/story20240707-4074279",
    "https://aisingapore.org/ai-readiness-index-where-are-you-on-the-ai-journey/",
    "https://www.ies.org.sg/Tenant/C0000005/PDF%20File/TC/Infrastructure%20Cluster/280521.pdf",
    "https://www.singaporestandardseshop.sg/Product/SSPdtDetail/553b4562-ef85-4ebb-bfeb-2b35beb1d29c",
    "https://startup.google.com/programs/accelerator/southeast-asia/",
    "https://www.duke-nus.edu.sg/innovation/for-aspiring-innovators/dhip",
    "https://www.nus.edu.sg/grip/wp-content/uploads/2020/12/All-Teams-Factsheets.pdf",
    "https://en.gsm.pku.edu.cn/mba/info/1495/5933.htm",
    "https://bic.moe.go.th/images/stories/pdf/2022_ACYLS_Final_List_29-6-2565.pdf",
    "https://certificates.cdmp.info/profile/eu-ternpohlim330857/wallet",
    "https://aisingapore.org/aixtech/",
    "https://www.credential.net/profile/ternpohlim919580/wallet",
    "https://www.credly.com/users/tern-poh-lim",
    "https://openloop.org/reports/2022/07/openloop-asia-pacific-fullreport-2022.pdf.pdf",
    "https://ipur.nus.edu.sg/wp-content/uploads/2021/10/Using-Artificial-Intelligence-to-Support-Healthcare-Decision-Web.pdf",
    "https://www.cwsrg.org/emerging-technology-insight-2021",
    "https://medium.com/data-science/a-structured-approach-for-ideating-ai-use-cases-with-ai-discovery-85d00db078b5",
    "https://www.thinkchina.sg/technology/deepseek-changing-game-not-leader",
    "https://www.zaobao.com.sg/news/china/story20250225-5925623",
    "https://www.thinkchina.sg/technology/openais-block-will-spur-ai-chinese-characteristics"
  ],
  "date_modified": "2026-06-02",
  "generated_from": {
    "canonical_site": "https://optiflow.github.io/about_lim_tern_poh/",
    "repository": "https://github.com/optiflow/about_lim_tern_poh",
    "canonical_profile_data": "https://raw.githubusercontent.com/optiflow/about_lim_tern_poh/main/data/profile.json",
    "canonical_sources_data": "https://raw.githubusercontent.com/optiflow/about_lim_tern_poh/main/data/sources.json"
  }
}