Software Projects
Public applications that show product thinking, API integration, and practical delivery.
LayoverSG
Transit itinerary planner for Singapore Changi Airport. Generates optimized, time-aware travel schedules integrated with local transit routes and live schedules for stopover passengers.
Causeway Cameras
Border traffic monitoring dashboard. Leverages live LTA telemetry camera feeds and traffic APIs to help commuters track live causeway queues and estimate travel times.
Sakura Cards
Lore-faithful digital tarot reading application. Features high-fidelity layout rendering, custom card spreads, and dynamic Framer Motion animations based on Cardcaptor Sakura.
BusTime SG
High-performance bus arrival tracker. Integrates Singapore LTA arrival feeds to deliver real-time ETAs with localized search, distance sorting, and favorite stop caching.
Featured AI, Data & FinTech Projects
Practical projects that turn messy information into structured insights, signal views, dashboards, and decision-ready workflows.
Narrative Velocity Tracker
AI trend intelligence dashboard that tracks emerging narratives and momentum shifts. Parses real-time queries to identify topic crossovers, signal changes, and key trend velocity scores.
AI Market Signal Intelligence Dashboard
Market intelligence concept combining momentum indicators, valuation context, and AI reasoning. Automates scanning to output structured, live watchlists for financial research.
Morning Kaki
AI daily companion concept designed for senior care. Combines LLM workflows, custom voice guides, caregiver notifications, and location triggers into an accessible desktop & mobile layout.
SG Food Guide by Manus
Location intelligence prototype built using AI research workflows. Automatically extracts and structures raw local food recommendations into interactive map coordinates, tags, and guides.
Portfolio
AI Solution Architect | Software Developer
I am an AI Solution Architect & Software Developer based in Singapore, pursuing an MSc in Financial Technology from NTU. I build practical systems that connect data, software, and AI.
My focus is on turning noisy operational signals, messy workflows, and emerging AI capabilities into tools that are useful, scalable, and easy for people to adopt. My professional experience spans IoT monitoring, full-stack development, analytics automation, and AI-enabled products across energy systems, banking operations, high-growth AI platforms, and regional logistics.
I am currently transitioning deeper into AI Engineering, FinTech, and SaaS roles, with a strong interest and technical focus in AI agents, RAG applications, automation pipelines, product analytics, and AI-powered business workflows.
Remote Monitoring Analyst & Software Developer
- Scaled IoT monitoring from 40 to 500+ devices across solar assets, building a real-time alerting ecosystem.
- Designed and maintained 20+ Grafana dashboards to monitor cross-regional operations and financial performance.
- Reduced incident detection time to < 1 hour via proactive offline-device alerting and automated diagnostics.
- Automated monthly reporting with a custom PostgreSQL/Python system, eliminating manual data entry.
Application Engineer (Contract)
- Built responsive internal dashboards using ReactJS and Material-UI for core banking infrastructure monitoring.
- Developed Python-based production monitoring solutions to enhance incident response speed.
- Collaborated with SRE teams to translate operational requirements into actionable observability metrics.
Application Engineer
- Built a B2B parts recommendation engine for Toyota using collaborative filtering and item-based similarity.
- Developed ScribeRabbit, a full-stack AI transcription platform using VueJS, FastAPI, and GCP services.
- Optimized data pipelines for interactive analytics dashboards using BigQuery SQL and automated ETL.
Business Support Analyst
- Managed multi-million dollar enterprise order fulfilments across cross-regional logistics partners.
- Generated service level and KPI reports to inform leadership resourcing and operational strategy.
- Conducted UAT for internal supply chain tools and maintained comprehensive SOPs for regional teams.
MSc in Financial Technology (FinTech)
Specialising in ML in finance, blockchain, and DeFi. Coursework: Quantitative Risk Modelling, Time-series Forecasting, and Quantitative Trading.
BSc Business, Second Upper Honours
Foundational business education underpinning analytical thinking and operations management.
Advanced Diploma in Python Programming and Machine Learning
Rigorous post-graduate program covering core data structures, algorithms, and practical machine learning engineering implementations.
Generative AI (GenAI)
Focused engineering certification covering LLM pipelines, prompt engineering, agent orchestration, and full-stack GenAI application deployment.
Software Engineering Immersive
Full-stack software engineering certification focused on modern web architectures, API design, relational/non-relational databases, and agile delivery.