UNIVY – AI Study Helper
2024 – Present
A desktop and web platform that converts lecture PDFs into smart notes, flashcards, and question-answering using RAG and LightRAG.

Technologies Used
TauriRustReactFastAPILightRAGPythonDocling
Project Overview
UNIVY is a study-assistant platform that helps students learn faster by processing lecture PDFs and transforming them into structured notes, flashcards, and interactive Q&A.
Core Features
- PDF parsing using Docling & MinerU
- Automated note generation with text anchors
- Flashcard creation using LLM reasoning
- LightRAG knowledge graph for concept linking
- Desktop support via Tauri + Rust
Technical Implementation
- Backend: FastAPI, LightRAG, Python
- Frontend: React, Tauri, Mantine UI
- Document Processing: Docling, MinerU, EasyOCR