[ { "id": "deloitte-enterprise-ai", "name": "Enterprise AI work at Deloitte", "home_order": 1, "type": "Enterprise AI delivery", "summary": "Led four deployment strategists supporting Claude rollout, API integration and agent workflows with client teams.", "contribution": "Led four deployment strategists and worked onsite with client teams.", "primary_source_id": "linkedin_public_profile", "source_ids": [ "linkedin_public_profile", "lim_tern_poh_owner_confirmed_deloitte", "linkedin_role_dates_2026_09" ], "case_study": { "context": "Help client teams adopt Claude and connect it to enterprise workflows and AI-enabled products.", "responsibility": "Led four deployment strategists and worked onsite with client teams.", "approach": "Advised on agent product design and harness engineering for operations-planning use cases.", "work_covered": "Supported Claude rollout and API implementation, and helped develop agentic workflows and AI-enabled products.", "evidence_label": "First-person work account and owner-confirmed team scope", "role_period": "Oct 2024 – Sep 2026", "scope_note": "Separate data-delivery work included leading a 20-person regional team on an Oracle-to-Google Cloud reporting migration." } }, { "name": "AI Readiness Index (AIRI)", "home_order": 3, "type": "National AI framework", "summary": "An industry-focused framework that helps organizations assess AI maturity, capability gaps, and readiness.", "contribution": "Helped design AIRI as one of the framework's architects.", "result": "AIRI gives organizations a structured way to assess AI maturity, capability gaps, and readiness.", "primary_source_id": "aisingapore_airi", "source_ids": [ "gitex_asia_2025", "aisingapore_airi" ] }, { "id": "yoozoo-slick-ai", "name": "Slick.AI product leadership at Yoozoo", "home_order": 2, "type": "AI product leadership", "summary": "Led a cross-functional team of 10 on Slick.AI, connecting its roadmap and user experience with business needs.", "contribution": "Led the cross-functional team and set the product roadmap.", "primary_source_id": "linkedin_public_profile", "source_ids": [ "linkedin_public_profile", "linkedin_role_dates_2026_09", "nus_profile", "nus_mba_journey" ], "case_study": { "context": "Connect machine-learning capabilities with the needs of game studios and external developers.", "responsibility": "Led a cross-functional team of 10 and set the product roadmap.", "approach": "Introduced no-code interfaces for non-technical users and developed the go-to-market approach.", "work_covered": "Product-roadmap, user-experience and go-to-market work for internal game studios and external developers.", "evidence_label": "First-person work account, with NUS career context", "role_period": "Mar 2022 – Nov 2022", "scope_note": "" } }, { "name": "SG Weather Ops Dashboard", "type": "Hands-on AI-assisted full-stack build", "summary": "A public operations dashboard built with AI coding tools across frontend, backend, database, testing, and documentation.", "contribution": "Built the dashboard end to end with Codex and Claude Code, including product choices, implementation, debugging, and verification.", "url": "https://github.com/optiflow/sg-weather-ops-dashboard", "primary_source_id": "sg_weather_ops_dashboard_repo", "source_ids": [ "sg_weather_ops_dashboard_repo", "aisingapore_aixtech_certificate_2026" ] }, { "name": "TR 99:2021 AI security", "type": "AI security technical reference", "summary": "Singapore's technical reference for assessing and defending against AI security threats.", "contribution": "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.", "primary_source_id": "singapore_standards_tr99", "source_ids": [ "linkedin_public_profile", "singapore_standards_tr99", "lim_tern_poh_owner_confirmed_aitc" ] }, { "name": "RenalTeam kidney hospitalisation prediction", "type": "Applied healthcare AI project", "summary": "An AI Singapore and RenalTeam project that explored one-week predictions of dialysis patient hospitalisation risk to support medical-team decisions.", "contribution": "Worked with teammates to scope the problem, explore the data, select features, and train the model.", "result": "AI Singapore reports that the team’s model reached performance comparable with the medical team after seven months, using a one-week prediction window.", "primary_source_id": "aisingapore_renalteam_2019", "source_ids": [ "aisingapore_renalteam_2019", "medium_kidney_hospitalisation_2019" ] }, { "name": "AI Bricks", "type": "Open source AI tools", "summary": "AI Singapore open source tools and APIs built from real industry use cases.", "contribution": "Presented AI Singapore's open source AI Bricks at FOSSASIA 2020.", "source_ids": [ "fossasia_2020", "aisingapore_fossasia_2020", "ai_bricks_youtube" ] }, { "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.", "contribution": "Led a multicultural team to develop an international go-to-market strategy.", "result": "The team won the Best Presentation Award.", "source_ids": [ "pku_guanghua_mba_adventure", "think_mba_dual_mba" ] }, { "name": "Duke-NUS cervical cancer screening innovation", "type": "MedTech venture", "summary": "A screening device concept developed with clinicians during the Health Innovator Programme.", "contribution": "Worked with clinicians in a Duke-NUS team to develop the screening device concept.", "result": "The project led to a Singapore patent application filed in March 2024. NUS reports that it also secured S$50,000 in innovation grant funding.", "source_ids": [ "nus_profile", "duke_nus_dhip", "dhip_patent_filing_2024" ] } ]