---
title: Farmitra AI — Intelligent Agriculture Assistant
emoji: 🌾
colorFrom: green
colorTo: green
sdk: static
pinned: true
app_port: 7860
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# Farmitra AI — Intelligent Agriculture Assistant
**किसानों के लिए, किसानों के साथ.**  
Smart, multilingual (Hindi/English/… ) AI to improve crop decisions, reduce losses, and boost income.

> Chatbots • Smart Insights • Disease Detection • Market Intelligence • Advisory • Multimodal Agri AI

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##  What we do
Farmitra AI is a full-stack agriculture intelligence platform:
- **Farmitra Chatbot** — domain-tuned LLM assistant for agronomy, pests, fertilizers, irrigation, govt schemes, and best practices.
- **Smart Insights** — structured, JSON-ready agronomic tips (schedules, risk flags, do/don’t) for direct app rendering.
- **Disease Detection (Vision)** — leaf-image diagnosis with remedy plans (chemical/organic), severity score, and follow-up schedule.
- **Market & Weather Intelligence** — local mandi trends, seasonal patterns, and hyperlocal weather alignment.
- **Advisory & Expert Connect** — escalate tricky queries to agronomists with AI-prepared case sheets.

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##  Models & Inference
- **Domain LLMs:** Agri-tuned instruction prompts on top of open models (e.g., Llama-3 family) + retrieval augmentation.
- **Local Serving (Ollama):** Run small/medium models on a VPS for low-latency Hindi/English inference.
- **Vision:** CNN/transformer backbones for leaf disease classification + few-shot adapters for new crops.
- **Routing:** Policy to select provider (Ollama/Groq/GPT/Gemini) via environment flags.