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amirulhazym/multilingual-auracart-ai-assistant

sourceHugging Faceupdated 1y agoView on Hugging Face
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Advanced Conversational AI for E-Commerce: V1 vs. V2

This repository showcases the evolution of a RAG-based chatbot, demonstrating a clear progression from a self-hosted prototype (v1) to a professional, API-driven conversational AI (v2).


V2: The Professional Multilingual Assistant (API-Driven)

This version represents a modern, production-ready system built on a decoupled architecture with full support for English and Malay.

  • —Architecture (`/v2_multilingual_api`):
  • —Backend: A secure FastAPI server implementing an advanced Retrieve-and-Re-rank pipeline. It uses multilingual models, Pinecone for vector storage, and the Google Gemini API for generation.
  • —Frontend: A responsive Streamlit chat interface.
  • —Knowledge Base: /knowledge_base/v2_multilingual

V1: The Self-Hosted Prototype (Malay-Only)

This version is the original project, serving as a technical baseline.

  • —Architecture (`/v1_malay_selfhosted`): A single Streamlit application using a self-hosted mt5-small model and a local FAISS index.
  • —Knowledge Base: /knowledge_base/v1_malay