About
Highly innovative and results-driven Software & AI Engineer with a strong academic foundation in Data Science from the National University of Singapore. Possessing hands-on experience in developing and optimizing LLM-based solutions, full-stack web applications, and robust data systems, including a 40% reduction in input token costs and a 70% decrease in client-side inference time. Eager to leverage expertise in AI/ML, data modeling, and end-to-end system integrations to drive impactful technological advancements in a forward-thinking organization.
Work
Singapore, Singapore, Singapore
→
Summary
Spearheaded the development of end-to-end telematics integrations and critical fault code standardization systems, significantly enhancing data interoperability and system reliability for major fleet management providers.
Highlights
Developed end-to-end telematics integrations for major fleet management providers, ensuring seamless data flow and operational efficiency across diverse systems.
Led research and built fault code standardization systems for enterprise clients, mapping proprietary fault codes to create normalized common data models, enhancing data interoperability.
Established peer-review processes among the intern team, improving code quality and reducing review bottlenecks for senior engineers.
Conducted on-call support duties, adeptly handling customer support issues and maintaining system reliability for critical enterprise applications.
Created and produced customer-facing product demos and marketing material, effectively communicating technical value propositions to target audiences.
Singapore, Singapore, Singapore
→
Summary
Produced various video content as a freelance creator, utilizing advanced editing software and creative techniques to deliver high-quality visual narratives.
Highlights
Produced diverse video content for various clients, managing projects from initial concept development to final delivery.
Utilized advanced editing software including Canva, Da Vinci Resolve, and Premiere Pro to create high-quality, engaging visuals.
Managed client communications and project timelines effectively, ensuring successful project completion and client satisfaction.
Singapore, Singapore, Singapore
→
Summary
Led and participated in a 6-week sprint to successfully build, evaluate, and test LLM integrations for external clients, while innovating in adversarial modeling and metric formulation to enhance model robustness.
Highlights
Led a 6-week sprint to build, evaluate, and test LLM integrations for external clients with the WatsonX suite, achieving 100% client involvement and successful closure.
Developed an adversarial model to simulate 'rouge users' using 'Do-Anything-Now' language models, enhancing LLM robustness and security.
Formulated new context attribution rate and context miss rate evaluation metrics, leveraging LLM-as-a-judge responses for precise performance assessment.
Singapore, Singapore, Singapore
→
Summary
Designed and optimized RAG workflows and LLM methods for an in-house browser extension, achieving significant reductions of 40% in input token costs and 70% in client-side inference time.
Highlights
Designed RAG workflows with Query Expansion & Query Rewriting for an in-house LLM model-based browser extension, cutting input token costs by 40%.
Optimized LLM methods through model refinement and efficient caching techniques, reducing client-side inference time by ~70%.
Formulated new context attribution rate and context miss rate evaluation metrics, leveraging LLM-as-a-judge responses for precise performance evaluation.
Singapore, Singapore, Singapore
→
Summary
Provided high-quality customer service as a server at Asanoya, managing orders and ensuring customer satisfaction.
Highlights
Provided exceptional customer service in a fast-paced restaurant environment, enhancing the overall dining experience for patrons.
Managed customer orders, served food and beverages efficiently, and accurately processed payment transactions.
Maintained a clean and organized dining area, contributing to a positive and welcoming atmosphere for all customers.
Volunteer
NUS Climbing Club
|Member
→
Summary
Actively participated in the NUS Climbing Club, demonstrating commitment to physical fitness, teamwork, and developing problem-solving skills.
Highlights
Engaged in regular climbing activities, developing physical endurance, problem-solving skills, and mental focus.
Collaborated with team members to achieve climbing goals and ensure safety protocols were followed.
Contributed to a supportive community, fostering teamwork and personal growth.
NUS CatCafe
|Volunteer
→
Summary
Volunteered at NUS CatCafe, contributing to animal welfare through direct care and community engagement, ensuring a positive environment for both cats and visitors.
Highlights
Provided care and attention to cats, ensuring their well-being and a positive environment for visitors.
Assisted with daily operations, including cleaning, feeding, and engaging with visitors.
Contributed to community outreach efforts, promoting animal welfare and responsible pet ownership.
Minmed + Raffles Medical
|Covid Response Team
→
Summary
Contributed to public health efforts by supporting COVID-19 response operations for Minmed and Raffles Medical, ensuring efficient community engagement and health protocol adherence.
Highlights
Supported COVID-19 response operations, assisting with public health initiatives for Minmed and Raffles Medical.
Engaged with community members to facilitate health protocols and provide necessary assistance.
Demonstrated strong organizational and communication skills in a fast-paced healthcare support environment.
NUS AIESEC
|Event Director and Incoming Global Talent Management Executive
→
Summary
Planned, executed, and oversaw internal events for NUS AIESEC, a youth leadership development organization, while actively recruiting and onboarding international interns.
Highlights
Planned, executed, and oversaw internal events for NUS AIESEC, a youth leadership development organization, enhancing member engagement and organizational impact.
Prospected and collaborated with local companies to onboard international interns, expanding global opportunities for students.
Managed event logistics and stakeholder communications, ensuring successful program delivery and participant satisfaction.
SAF
|Project Lead, Vehicle Deployment System Project
→
Summary
Led the development and deployment of a Python/Firebase Telegram application to enhance vehicle logistics and personnel recall for the Singapore Armed Forces.
Highlights
Deployed a Telegram app using Python/Excel/Firebase to improve vehicle logistics, streamlining operations for the Singapore Armed Forces.
Tracked and logged vehicle movements, upkeep, and rotations, enhancing accountability and operational efficiency.
Implemented an emergency alert system for rapid personnel recall and deployment, significantly improving response times.
Languages
English
Skills
Programming Languages
TypeScript, Python, R, Java, SQL.
AI/ML & Data Science
PyTorch, LangChain, CrewAI, AWS Sagemaker, LLM Integration, Adversarial Modeling, RAG Workflows, Query Optimization, Machine Learning Optimization, Data Modeling, Convex Optimization, Data Visualization, Data Structures and Algorithms, Product Management.
Cloud & DevOps
AWS (S3, Athena, Lambda, DynamoDB, Cloudwatch, EMR), Docker, Firebase.
Web Development
React, Flask, API Development.
Databases
Neo4j, Pinecone.
Tools & Software
Canva, Da Vinci Resolve, Premiere Pro, Telegram (for app deployment).
Professional Skills
Project Management, Team Leadership, Problem Solving, Strategic Planning, Stakeholder Management, Process Optimization, KPI Tracking, Customer Support, Research, Technical Documentation, Content Creation, Communication.
Projects
AI-Powered Drug Prevention Education Platform for Central Narcotics Bureau (CNB)
→
Summary
Developed a multi-modal webapp pipeline featuring procedural image generation, layer-based editing, and refinement workflows for automated content creation, significantly reducing content production time for tailored preventative drug education.