Built one of the earliest cross-platform desktop agentic AI platforms with native Telegram and WhatsApp integration, predating OpenClaw and the current wave of AI agent frameworks
Pioneered one of the world's first platforms for deploying LLM agents grounded in trusted documents via Retrieval-Augmented Generation (RAG), enabling non-technical users to build context-aware AI agents without coding
Built a real-time knowledge sync engine connecting SOPs, and project files into a queryable intelligence layer, eliminating LLM hallucinations by grounding responses in verified source material
Technology and core architecture now powers Ryu, bringing data-grounded intelligence to the local desktop
Founded and built a curated AI tools directory and tech news platform with a searchable card grid, timeline news feed, and AI-powered discovery
Built an automated scrape pipeline that ingests tool URLs, extracts metadata and OG images, captures screenshots via Puppeteer, generates AI summaries and tags, and stores vector embeddings for semantic search
Operated a weekly newsletter (Substack), podcast (Spotify and YouTube), Discord community, and Telegram channel as distribution channels
Founder @ Division Null (now merged with Update Night)
Nov 2024 - Jan 2026 (merged)
Founded a Discord community for developers, designers, AI enthusiasts, and entrepreneurs to discover, share, and discuss emerging tech
Grew the community to 90+ active members through consistent content curation and engagement
Produced weekly video content documenting the journey of building a tech startup in Singapore, covering engineering decisions, product launches, and entrepreneurship
Grew an engaged audience to 850+ subscribers through consistent publishing
Mar 2019 - Oct 2020 · Singapore · Intern & Full-Time
Built a blockchain-based document repository with cryptographic provenance and verifiable audit trails, preventing fraud and tampering of digital records
Developed an NFT-based track-and-trace system for physical commodity tokenization, enabling seamless trade and investment workflows
Shipped a blockchain-powered digital contact tracing app and monitoring dashboard, ensuring business continuity for enterprise clients during the pandemic
Designed configurable workflow and form engines to streamline data collection processes across client organizations
Built On the Way, a peer-to-peer delivery platform connecting buyers with nearby travelers for item delivery, using Google Gemini for natural language request creation via a Telegram bot
Developed a cross-platform system with a Next.js web app featuring interactive 3D map visualization, real-time location tracking, OTP-verified handoffs, and a bidding system
Selected as a Top 10 team from 3,300+ students across Asia-Pacific and presented at the ADB Digital Transformation Forum Demo Day in Manila, Philippines
Presented at the ADB Digital Transformation Forum Demo Day in Manila, Philippines
Built and scaled a community gaming platform for Team Fortress 2, reaching 470k+ unique players across 50+ globally distributed game servers
Sustained 9k monthly active players and 300 peak concurrent users through regular feature releases and content updates
Grew a multi-platform community of 20k+ Steam group members and 2k+ Discord users
🎖️ Notable Projects
Capstone, Singapore Institute of Technology @ Vehicle Route Optimization Platform
Sep 2025 - Apr 2026
Architected and deployed a production-ready SaaS route optimization platform for pharmaceutical delivery across Singapore's public hospital network, optimizing routes for 3,000+ daily delivery orders across 50 vehicles with strict time window constraints
Designed a hybrid "Cluster First, Route Second" algorithm combining K-Means spatial-temporal clustering (Python/scikit-learn) with Google OR-Tools CP-SAT constraint programming, achieving 100% job assignment rate compared to 67% with standalone OR-Tools
Reduced route computation time from 60 minutes to under 2 minutes for 3,000 orders by parallelizing clustered subproblems, delivering a 30x+ speedup
Eliminated recurring Google Maps API costs by integrating a self-hosted OSRM routing engine with OneMap geocoding, enabling zero-marginal-cost distance matrix computation at scale
Benchmarked 4 solver configurations on Azure VMs, with the hybrid approach ranking #1 across all metrics including fastest solve time, shortest distance, and shortest route time
Final Year Project, Republic Polytechnic @ Thyroid Nodule Classification
Dec 2019 - Apr 2020
Developed a deep convolutional neural network for classifying malignant thyroid nodules in ultrasound images, providing first-level diagnostic support for clinicians
Reduced preliminary analysis time and human error by automating image classification, enabling faster and more accurate patient diagnoses
🛠️ Skills
Languages: Proficient in English, Chinese, and spoken Hokkien