Hello — I'm Kelvin.
AI & software engineer building RAG systems, intelligent products and production-grade platforms — without making technology feel boring.
Search my work
The same idea behind my RAG work, pointed at me. Type a skill, a tool or a problem and it ranks my projects, roles and capabilities by relevance.
Semantic search system enabling developers to find API documentation by intent rather than exact keywords, with retrieval, reranking and grounded recommendations working …
0.98Designing practical AI systems with retrieval, LLM orchestration, embeddings, reranking and evaluation in the loop. Built semantic API discovery and grounded internal kno…
0.90A retrieval-augmented internal assistant combining document search, LLM generation and source-grounded responses for faster knowledge access.
0.85Selected work
Each one built end to end, from problem framing and system design to production and iteration. Open a card for the full case study.
Semantic search system enabling developers to find API documentation by intent rather than exact keywords, with retrieval, reranking and grounded recommendations working as one experience.
A retrieval-augmented internal assistant combining document search, LLM generation and source-grounded responses for faster knowledge access.
Two production websites designed, deployed and optimized for discoverability, combining thoughtful UI, static delivery and practical CI/CD.
A computer-vision research system using an ensemble of pretrained neural networks to classify disease indicators from fingernail images.
Under the hood
Pick a project, then press play to watch a real request travel through it. Hover or tab to any box to see what it does.
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Index once, then answer every query with retrieval, reranking and a grounded recommendation.
What I actually build
Tools change quickly. The useful part is knowing how to combine them into systems that solve the right problem and remain maintainable after launch.
Designing practical AI systems with retrieval, LLM orchestration, embeddings, reranking and evaluation in the loop.
Built semantic API discovery and grounded internal knowledge systems.
Tap a tag to search my work for it ↑View related workBuilding integration-heavy systems, APIs and backend services that stay understandable as the surrounding platform grows.
Enterprise integration, event-driven systems and API platform ownership.
Tap a tag to search my work for it ↑View related workTaking ideas from rough requirements to polished full-stack products with strong UX and maintainable implementation.
Production websites and internal tools delivered end to end.
Tap a tag to search my work for it ↑View related workShipping reliable systems with static delivery, CI/CD, containers and cloud infrastructure that keeps operations simple.
Cloudflare deployment, GitHub Actions and containerized services.
Tap a tag to search my work for it ↑View related work04 / EXPERIENCE JOURNEY
From enterprise platforms to agentic AI, each role added a new layer — systems thinking, product delivery, architecture and applied intelligence.
DHL IT Services · AI Engineer (Software Engineer Analyst)
AI Engineer (Software Engineer Analyst)
CURRENT FOCUS
Designing and validating agentic AI systems that turn emerging AI capabilities into reliable operational solutions for DHL IT Services.
Solution Engineer
Enterprise Integration Platform Developer
Web Developer
Data Analyst & QA Tester
Software Engineer Intern
Freelance Back-End Developer
Back-End Developer Intern
05 / ABOUT ME
BASED IN
Kuala Lumpur, Malaysia
LANGUAGES
English · Mandarin · Malay
WORKING STYLE
Curious, structured, iterative
FOCUS
Useful AI, not AI for show
I enjoy turning complex problems into simple, deliberate systems that make a real difference — especially where software engineering and applied AI meet.
My background spans enterprise integration, RAG systems, computer vision and full-stack product work. The common thread is understanding the system deeply enough to make the solution feel straightforward.
06 / LET'S BUILD SOMETHING GREAT
If you're building something ambitious, solving a messy systems problem, or exploring where applied AI genuinely helps, I'd be happy to talk.