Projects

Magpie: A graph-based framework for agentic workflows

A graph-based framework for quickly building agentic workflows and automation pipelines

PythonAIWorkflow Automation

osrm-node-api

A high-performance NodeJS server implementation for the Open Source Routing Machine (OSRM) backend

NodeJSTypeScriptGeographic Services

Optionality

A lightweight tool designed to help amateur part-time traders to get timely information for low-frequency options trading

PythonTradingWorkflow Automation

POI Search Services

Shopee • Technical Leader

Led development of address point-of-interest (POI) services including autocomplete search, address standardization, geocoding, and division autocomplete. Improved query processing with NLP techniques, boosting recall ratio from 62% to 77%.

SearchNLPAPI DevelopmentGeographic Services

Route Engine Infrastructure

Shopee • Project Owner & Core Developer

Developed and improved routing service infrastructure, improving API robustness and capacity by 200-400%. Improved ETA accuracy by 35-50% using GPS data and ML models, saving 51K USD daily in operational costs.

NodeJSGeographic ServicesAPI DevelopmentMachine Learning

GPS Trajectory Data Mining

Shopee • Project Owner

Led GPS trajectory data mining project, developing clustering algorithms and analytical applications for business insights. Implemented TS-DBSCAN and density peak clustering for arrival time analysis.

Data MiningMachine LearningClusteringGPS Analytics

Stack Assignment and Order Grouping

Shopee • Project Owner

Developed optimization algorithms for food/parcel delivery stack assignment and order grouping, reducing daily operational costs by 30% in selected countries.

OptimizationAlgorithmsAPI Development

Power Grid Energy Management

Envision Digital • Core Developer

Developed optimization engine for power grid energy management, supporting $11M grand call and vehicle-to-grid applications in Europe. Implemented MIP models and RESTful API services.

OptimizationEnergy ManagementAPI Development

Grid-wide Intermittency Management of Distributed ESS

Nanyang Technological University • Researcher

Developed a scale-down DESS scheme in HDB blocks for intermittency management and frequency support, and integrated latest control algorithms, including ramp-rate based, frequency and SoC regulation to hierarchical controllers.

Power SystemsControl SystemsEnergy Storage

Distributed Robust Optimization for Networked Microgrids

Nanyang Technological University • Researcher

Developed a triple-layer distributed optimization framework for microgrid clusters, to effectively reduce the operational cost and address robust operations against volatile uncertainties by 10% on average.

OptimizationMicrogridsDistributed Systems

Temporal Decentralization for Stochastic Optimization

Nanyang Technological University • Researcher

Proposed a temporal decentralized algorithm for the optimal stochastic energy scheduling. Achieved the fast convergence of the proposed algorithm advantages on optimal results and computation time.

OptimizationAlgorithmsEnergy Systems

Energy Management of Microgrids

Nanyang Technological University • PhD Researcher

Distributed and robust optimization for energy scheduling in the regional multi-microgrid community. Focused on stochastic/robust/dynamic optimal power flow (OPF) under uncertainties of loads and renewables including energy storages, and energy management system with parameterized degradation costs.

MicrogridsOptimizationEnergy ManagementPower Systems