Update README.md

README.md

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 tag: agent-demo-track
 short_description: Quiz Generator by PDFs
 videoOverview: https://youtu.be/DcDEcS23ssc
----
+---
+
+# Quizy: Intelligent PDF Quiz Generator
+
+## Overview
+Quizy is an AI-powered application that automatically generates interactive quizzes from PDF documents. Simply upload any PDF file, and Quizy will analyze the content and create a customized quiz to test comprehension and knowledge retention.
+
+## Features
+- **Automatic Quiz Generation**: Upload any PDF and get an interactive quiz instantly
+- **Multiple Question Types**: Supports various question formats:
+  - Single choice questions
+  - Multiple choice questions
+  - True/False questions
+  - Fill-in-the-blank questions
+- **Instant Feedback**: Get immediate results after submitting your answers
+- **Solution Explanations**: Review detailed answers for each question
+
+## Technology Stack
+- **Frontend**: Gradio web interface with custom CSS/JavaScript
+- **Backend**: Python
+- **PDF Processing**: PyPDF2 for text extraction
+- **AI Engine**: LLAMA 3.1 (Modal Labs)
+
+## Getting Started
+1. Upload any PDF document using the file upload button
+2. Click "Generate Quiz" to analyze the document and create questions
+3. Answer the questions in the interactive quiz
+4. Submit your answers to see your results
+5. Review the correct answers and explanations
+
+## Demo
+Watch the video overview to see Quizy in action: [YouTube Demo](https://youtu.be/DcDEcS23ssc)
+
+## Try It Now
+
+[Quizy: The Quiz Generator](https://huggingface.co/spaces/Agents-MCP-Hackathon/Quizy)
+
+Quizy is available as a Hugging Face Space. Experience it today and transform your learning materials into interactive quizzes!
+