Aye Chan
Work

Projects

A mix of professional work and side projects, showcasing what I've shipped and created.

Advanced LangChain Agent Architecture

Building intelligent, multi-model agents with tool integration and middleware patterns

2026

A LangChain project exploring advanced agent architecture with tool integration, custom hooks, dynamic model selection, multi-model coordination, and middleware implementation. It's designed to showcase best practices for building sophisticated, scalable agent systems.

PythonLangChainAnthropic

Multimodal RAG System

Chat with your PDFs — text, images, tables, and formulas all retrieved.

2025

Users upload a PDF and the system extracts text, images, tables, and formulas. Text is chunked using semantic chunking, stored in PostgreSQL, and embedded with a Sentence Transformers model into pgvector. A local LLM (via Ollama, for full privacy) answers questions grounded in the document — returning relevant chunks, reference images, and metadata alongside each response.

FastAPIPostgreSQLpgvectorSentence TransformersOllamaPython

GoFintel

Financial intelligence platform for detecting terrorism financing and money laundering.

2025

GoFintel is a UN Counter-Terrorism Centre platform used by Financial Intelligence Units to screen transactions, investigate suspicious financial activity, and uncover networks — all while upholding human rights standards. As the lead full-stack developer I owned Flask APIs, PostgreSQL and JanusGraph data layers, Apache Airflow ingestion pipelines, and the React + D3.js investigative visualization layer used by analysts to explore complex connected data.

ReactD3.jsFlaskPostgreSQLJanusGraphApache AirflowAzure DevOps

Golden Dreams

PWA for migrant workers across Southeast Asia to find safe jobs and trusted agencies.

2024

A mobile-first Progressive Web App serving migrant workers across Thailand, Myanmar, Malaysia, Cambodia, and Nepal. Features include job search, recruitment agency validation, job applications, a CV builder, migrant worker news, polls, and a social tab. Built for thousands of real users navigating labor markets where unvetted agencies pose serious risks.

DjangoReactRedisMySQLAWSPWA

Avete

AI-powered construction site safety analysis from a single photo.

2024

A full-stack AI web application where construction workers photograph a site and the system determines whether it meets safety standards — using models trained specifically on construction safety data. I owned both backend and frontend, built the APIs consumed by the mobile app, and integrated the AI inference layer into the platform.

PythonReactREST APIComputer VisionAI/ML