🧠 AI Knowledge Base RAG Assistant

A full-stack Retrieval-Augmented Generation system with:

• ✅ Multi-workspace knowledge bases
• 📄 PDF ingestion + citation viewer
• 🌐 URL ingestion
• 🔍 Semantic vector search (Qdrant)
• 🧠 Llama-3 via Ollama
• ⚡ FastAPI backend
• 🎨 Next.js frontend
• 🐳 Docker production stack

🔌 Tech Stack

Layer	Tech
Frontend	Next.js + Tailwind + Shadcn + React PDF
Backend	FastAPI + Sentence Transformers
Vector DB	Qdrant
LLM	Ollama (Llama-3)
Deployment	Docker Compose

🚀 Running in Dev

npm run dev             # frontend
uvicorn api:app --reload  # backend
docker compose up qdrant # db

🐳 Production

docker compose -f docker-compose.prod.yml up -d --build