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Farm AI Assistant

RAG-powered AI assistant for smart farm management

Python FastAPI OpenAI ChromaDB RAG Docker Kubernetes

Overview

An AI-powered farm management assistant built with FastAPI and OpenAI. Features a full RAG pipeline that ingests WhatsApp conversation history to provide context-aware farming advice. Includes document chunking, vector search with ChromaDB, and context augmentation for accurate, source-backed responses. Deployed with Docker and Kubernetes on cloud infrastructure.

Highlights

  • RAG pipeline with WhatsApp chat ingestion
  • Vector search using ChromaDB embeddings
  • Context-augmented LLM responses with source attribution
  • Farm performance analysis endpoint
  • Kubernetes deployment with auto-scaling
  • React Native mobile app integration via CORS