Desenvolvimento de um sistema educacional inteligente integrado com LangChain

Abstract

The advancement of artificial intelligence (AI) has transformed the educational field, promoting new forms of analysis and personalization of learning. This work proposes the development of an intelligent educational system based on the LangChain framework, integrated with OpenAI language models, to generate a detailed analytical view of student performance and profiles. The system is built on the Django framework, using PostgreSQL as a database and an infrastructure composed of Gunicorn, Nginx, RabbitMQ, and Redis, ensuring scalability, performance, and reliability. The solution aims to automate the analysis of academic data, producing interpretable reports that support pedagogical and administrative decisions. Beyond the technical impact, the project seeks to contribute socially to the democratization of access to intelligent technologies in education, presenting a modern, efficient, and low-cost alternative for public and private institutions.