I turn complex ideas into thoughtful, useful digital experiences.
I connect data, intelligence, and people.
BSc (Hons) in Data Science & Analytics from The Hong Kong Polytechnic University. I build RAG agents, full-stack AI products, and data pipelines—from WYNI AI's conversational platform and LegCo Insight Bot to government statistical reporting and computer-vision deployments.
I work at the intersection of data engineering, applied AI, and full-stack delivery—grounding LLM features in reliable retrieval, validation, and observability.
More about meContext-aware agents and grounded conversations, built around real needs.
From the first interaction to the data behind it. Products that work together.
Reliable pipelines, clear insights, and automation for the details that matter.
Cross-country statistical data consolidation; BoP data preparation, calibration, and validation; Python automation for monthly IMF release-date PDF retrieval and archival; publication schedule verification.
Core AI conversational platform with RAG multi-turn dialogues; RAG agent for HK Department of Health (Gemini/GPT, real-time sources); legacy ERP-to-WMS migration with GenAI-assisted spec coding and refactoring.
Developed and deployed a YOLO-based object detection system to improve precision and efficiency for robotics applications.
Built an HTML/JavaScript data input interface integrated with MySQL, improving data processing efficiency by 15%.
Raised drone imagery human-detection accuracy from 75% to 92% with Python and NVIDIA DeepStream; preprocessed and annotated 27,000+ images; deployed models on Azure.
Full-stack conversational AI (Aug 2025 – Oct 2025) using Next.js and Supabase to automate user interactions via third-party messaging APIs.
Built a Next.js + Supabase stack with a RAG conversational engine, real-time sync between PostgreSQL and external data sources, and an admin dashboard for monitoring, human-in-the-loop intervention, and knowledge-base management.
Delivered end-to-end automation for complex multi-turn dialogues with consistent data for reporting and continuous performance tuning.
From a hand-drawn idea to a living companion.
Pick a personality. Watch it come alive.
My stack is a small instrument.
Use Q–B, the arrows, or click a key.
The language I use to turn a messy idea into a dependable system.
