## 📝 About

Welcome to this **Paul Graham Essay Bot** - a friendly AI-powered system that demonstrates the power of Retrieval Augmented Generation using completely open source models! This application leverages modern AI technology to provide intelligent answers to your questions based on a collection of essays by Paul Graham, covering topics such as programming languages, startup culture, spam filtering, design principles, and the philosophy of hacking and innovation.

## ✨ Features

- **Open Source Models**: Powered by NousResearch/Meta-Llama-3.1-8B-Instruct for text generation and Snowflake/snowflake-arctic-embed-m for embeddings
- **HuggingFace Integration**: Models deployed as serving endpoints on HuggingFace
- **Intelligent Retrieval**: Utilizes RAG (Retrieval Augmented Generation) for accurate and contextual responses
- **Fast & Responsive**: Async processing for quick responses even with large document collections
- **Content-Focused**: Explore ideas and concepts from the essays, not just information about the author

## 🤔 Example Questions

- "What are some key strategies for starting a successful startup?"
- "Why is Silicon Valley considered a hub for tech innovation?"
- "How can good design improve user experience in technology products?"