✨ BlinkRAG – Document Intelligence RAG App

• 🧠 BlinkRAG is a full-stack app to upload documents, chunk & embed them into a vector DB, and ask natural language questions – answered in real-time by Gemini 2.0 AI.
• 💻 Tech: Django, Gemini 2.0, Vite + React, Tailwind CSS, ChromaDB
• ✨ Style: Clean. Minimal UI

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🚀 Features

• ✅ Upload .txt files
• ✅ Auto-chunk & embed with Sentence Transformers
• ✅ ChromaDB for fast semantic search
• ✅ Gemini 2.0 Flash answers 🔥
• ✅ Chat-like Q&A interface
• ✅ Responsive design – looks fab on mobile too! 📱

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🛠️ Tech Stack

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📂 Project Structure

BlinkRAG/
├── backend/              # Django backend
├── frontend/             # Vite + React frontend
├── sample_test_files/    # Sample files for testing
├── UI/                   # Screenshots of UI
└── README.md

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✨UI

🌐 API Endpoints

Endpoint	Method	Description
/api/upload/	POST	Upload document
/api/documents/	GET	List uploaded docs
/api/ask/	POST	Ask question to Gemini 🤖

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⚙️ Getting Started

Clone Repo

git clone https://github.com/shamak24/BlinkRAG.git

🔧 Backend

python -m venv venv
source venv/bin/activate  # or venv\Scripts\activate
pip install -r requirements.txt
python manage.py migrate
python manage.py runserver

🖥️ Frontend

cd frontend
npm install
npm run dev

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🔑 Setup Tips

• ✅ CORS: Set CORS_ALLOW_ALL_ORIGINS=True in Django
• ✅ API Key: Add your GEMINI_API_KEY in .env

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💡 Why BlinkRAG?

• Because Gen Z wants answers fast ⚡.
• Because your doc insights shouldn’t gather dust 📚.
• Because AI is better when it’s conversational. 🎤

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⁉️Sample Questions and Answers generated by System

• Question - What phrase sums up the ideals of the French Revolution? Answer - Liberty, equality, and fraternity.
• Question - What year did the French Revolution start? Answer - 1789
• Question - What was one cause of the French Revolution? Answer - Economic hardship
• Question - Why renewable source of energy? Answer - Renewable energy sources produce little to no greenhouse gases or pollutants, making them vital for combating climate change and reducing air pollution.
• Question - What is biomass Answer - Biomass is derived from organic materials like plants and waste.

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Made with ❤️ by Soumil Shamak 😎