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🐐 Gompei the Goat - Your Campus Chatbot

A personalized, RAG-powered chatbot that answers questions related to Worcester Polytechnic Institute (WPI) by retrieving real context and generating intelligent responses using the Groq LLaMA3 API.

WPI Banner


πŸ“Š Model Evaluation Report

πŸ‘‰ Click here to view the PDF


πŸš€ Features

  • πŸ”Ž Context-aware search using FAISS vector store
  • 🧠 Real-time semantic retrieval using Sentence-BERT embeddings
  • πŸ€– Natural-sounding answers powered by Groq's blazing-fast LLaMA 3 (70B)
  • πŸ’¬ Responsive, scrollable Streamlit interface
  • πŸŽ“ Campus-themed look with WPI’s signature red
  • πŸ”§ Easy to deploy on EC2 or Streamlit Cloud

🧱 Architecture Overview

graph TD
    A[πŸ•ΈοΈ Web Crawler] -->|Scrapes WPI content| B[🧠 Sentence-BERT Embeddings]
    B --> C[πŸ“¦ FAISS Index]
    D[πŸ‘€ User Query] --> E[πŸ” Retrieve top K Chunks from FAISS]
    E --> F[🧾 Format Prompt with Context]
    F --> G[⚑ Groq API - LLaMA3]
    G --> H[πŸ’¬ Answer in Streamlit App]
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