DevNexa.
Digital Product Engineering Studio

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AI

Team Experience

AI-Integrated Library System

A web-based library management platform with an AI chatbot powered by a RAG pipeline and AWS S3 book storage.

Client

Academic & Community Portal

Industry

Education / AI

Services

AI & Intelligent Agents, Full-Stack Web Development

Status

Completed

The Challenge

Traditional library portals suffer from slow search, manual support bottlenecks for students finding materials, and static inventory lookups.

The Solution

Deepak built a full-stack platform with React and Node.js, integrating an AI chatbot with LangChain and FastAPI using RAG, coupled with MongoDB and AWS S3 for scalable document access.

Team Contribution

  • Frontend development with React and React Router modular navigation
  • Backend REST API development with Node.js and Express.js
  • RAG AI pipeline integration with LangChain and FastAPI
  • AWS S3 integration for books and past-year questions storage
  • Secure authentication and authorization using JWT and Bcrypt

Key Features

  • Book inventory and user registration management
  • AI chatbot with RAG pipeline for instant query resolution
  • AWS S3 cloud storage for books and study materials
  • Metadata indexing and querying in MongoDB
  • JWT & Bcrypt secured authentication system
  • Modular routing and fast client-side navigation

Technology

React.jsNode.jsExpress.jsFastAPILangChainMongoDBAWS S3JWTBcrypt

Results

Reduced manual student support queries, cut security vulnerabilities by 35%, and improved page load performance by 15%.

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