LLM-Based Quiz Generation for Assessments in Learning Management System

An advanced AI system which employs Large Language Models (LLMs) to create automatic assessment questions through automation features, has been introduced in this study. The system combines MetaAI's llama- 3 model Groq API together with LangChain and structured prompting methods to produce quizzes which remain accurate to original contexts and logical sequences. The system delivers better efficiency alongside reduced manual work through the creation of quality questions across different formats which contain multiple-choice items, true-false formats and open-ended questions. The system maintains data security through environment variables in its API handling process to protect against unauthorized access. Smart testing through AI-based quiz creation methods produces customized assessments which use dynamic test content according to the established study.