Code-first projects that can be inspected directly through GitHub or live demos.
Local RAG Assistant
A local RAG document Q&A tool supporting PDFs, images, and Excel files. It integrates OCR, optional VLM, FAISS vector retrieval, and a reranker, using Ollama to produce Traditional Chinese answers with sources. Optional BM25 hybrid retrieval, chunk previews, and Hit Rate/MRR evaluation are also included.
A full-stack social platform built to practice authentication, authorization, and CRUD operations. Supports user registration, JWT-based login, role-based access control, and post ownership validation.
A web-based weather query tool built with Python and Flask that consumes CWA Open Data to provide 36-hour forecasts for all 22 cities and counties in Taiwan.