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Endee AI Knowledge Assistant #122

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kruthikn7 wants to merge 2 commits intoendee-io:masterfrom
kruthikn7:rag-ai-project
Closed

Endee AI Knowledge Assistant #122
kruthikn7 wants to merge 2 commits intoendee-io:masterfrom
kruthikn7:rag-ai-project

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@kruthikn7
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🚀 Endee AI Knowledge Assistant (RAG + Voice Enabled)

📌 Overview

This pull request introduces a full-stack AI application built using Endee vector database to demonstrate a real-world Retrieval-Augmented Generation (RAG) system.

The application enables semantic search, document understanding, and voice-based interaction.


🔥 Key Features

  • 📄 Upload and process documents (PDF / TXT)
  • 🔍 Semantic search using Endee vector database
  • 🤖 Context-aware responses using RAG pipeline
  • 🎤 Voice input (speech-to-text using Web Speech API)
  • 💬 Chat-based interface with modern UI

🧠 Technical Highlights

  • Integrated Endee for vector storage and similarity search
  • Implemented complete RAG pipeline (retrieval + generation)
  • Built backend using FastAPI
  • Developed frontend using React
  • Designed scalable and clean architecture

🛠️ Tech Stack

  • Frontend: React, Axios
  • Backend: FastAPI, Uvicorn
  • AI/ML: Sentence Transformers / OpenAI
  • Vector Database: Endee

✅ Assignment Requirements Completed

  • ⭐ Starred Endee repository
  • 🍴 Forked Endee repository
  • 🛠️ Built project on top of fork
  • 🤖 Implemented real-world AI use case

▶️ How to Run

Backend

cd backend
uvicorn app.main:app --reload

Frontend

cd frontend
npm install
npm start

📸 Demo :

llm.mp4

💡 Notes

This project demonstrates how Endee can be used in production-ready AI systems for efficient semantic retrieval and intelligent response generation.

@hemant-endee
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Thanks for your contribution! However, this type of project should not be included directly in this server repository.

Please create a separate repository for your project and just mention endee vectordatabase. You can refer to this example structure: https://github.com/iamdainwi/codemind

For this reason, we will be closing this PR.

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2 participants