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Models for Agri tech

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ramkamalyadav  updated a Space about 2 months ago
Farmitra/README
ramkamalyadav  published a Space about 2 months ago
Farmitra/README
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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


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.

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.

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