Billy Tse

Co-Founder & CTO • Applied AI Engineer • Full-Stack Developer

Hong Kong | CUHK | SmartQuest

ようこそ! Welcome to my digital space.

Computer Science graduate from CUHK and Co-Founder & CTO of SmartQuest, an AI-powered education platform revolutionizing mathematics learning in Hong Kong. Building innovative AI solutions with real-world impact.

From healthcare automation systems improving efficiency by 76% to mental health platforms and educational technology—tackling complex challenges with cutting-edge AI and modern web technologies.

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Recent Articles

What I Do

AI/ML Engineering

LangGraph state machines, LangChain orchestration, multi-model routing (OpenAI, Claude), prompt optimization, and cost-efficient AI pipelines

Full-Stack Development

React, Next.js, Django, TypeScript, PostgreSQL, Redis, with focus on performance and scalable architecture

Cloud & DevOps

Azure, Cloudflare, serverless architecture, Turborepo monorepo, CI/CD pipelines, auto-scaling, and security best practices

Experience

Mar 2025 - Present

Current

Leading technical strategy for an AI-powered SaaS education platform. Architected event-driven microservices with multi-tenant isolation, LangGraph AI pipelines, and serverless Azure infrastructure. Achieved 75% reduction in AI API costs through workflow optimization.

  • Reduced AI API calls by 75% via consolidated LLM workflows
  • Migrated to serverless Azure Functions for auto-scaling
  • Built multi-model cost tracking for usage billing
  • Implemented sub-5s PDF generation pipeline
LangGraphAzureCloudflareMulti-TenancyTurborepoSecurity

Jun 2024 - Mar 2025

Software Engineer

Mobigator Technology Group

Developed a hybrid OCR-AI solution integrating Azure Document Intelligence, reducing hospital financial department workload by ~76%. Built containerized microservices with Docker and React.js frontend.

OCR-AIHealthcareDockerAzure76% Efficiency

Jul 2023 - Aug 2023

Intern – Fintech

Konew FinTech Corporation

Trained CNN-based model for multi-class classification on bank statements with 1000+ samples. Implemented LLM integration with Django REST Framework for financial document processing.

CNNFinancial AILLMDjango

Research

ECHO Research Framework

Man Tik Ng, Hui Tung Tse, Jen-tse Huang, Jingjing Li, Wenxuan Wang, Michael R. Lyu

Comprehensive evaluation framework for assessing large language models' role-playing capabilities. Explores how well AI chatbots can embody and maintain character personas across diverse scenarios.

LLM EvaluationRole-Play AINLP

Projects

SmartQuest - AI Education Platform
SmartQuest - AI Education Platform

Full-stack AI-powered LMS for Hong Kong's mathematics education. Built event-driven microservices with LangGraph AI pipelines, multi-tenant SaaS architecture, and serverless Azure infrastructure. Features automated HKDSE paper generation, intelligent marking with LaTeX rendering, and real-time SSE progress updates.

ReactNext.jsDjangoLangGraphAzurePostgreSQLRedis
Project Angel - Mental Health
Project Angel - Mental Health

Mental health platform combining professional counseling with AI technology. Features emotional journaling, outdoor activities, and AI-powered support.

Mental HealthAIReactHealthcare
Temperature Forecasting
Temperature Forecasting

Multivariate time series analysis using LSTM, PatchTST, XGBoost, and ensemble learning for Hong Kong weather prediction.

Time SeriesLSTMEnsembleML
AI Content Creator
AI Content Creator

Role-playing celebrity imitation using Graph Structure with fine-tuned LLMs, babyAGI, GAN enhancement, and Retrieval-Augmented Fine Tuning.

AILLMRAGFull-Stack
Rettiwt - Social Platform
Rettiwt - Social Platform

Mini social media built with MERN stack, featuring data encryption, verification, and performance optimization with security considerations.

MERNSecurityFull-Stack

Education

CUHK Campus

The Chinese University of Hong Kong

MSc in Computer Science

The Chinese University of Hong Kong

Sep 2024 - Present

Current

Graduate School | Part-time

Quantum Computing • NLP • Graph Neural Networks

BSc in Computer Science

The Chinese University of Hong Kong

Sep 2020 - Jun 2024

Full-time

AI • Machine Learning • Software Engineering