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- title: README
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- Edit this `README.md` markdown file to author your organization card.
 
 
 
 
 
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+ title: Farmitra AI — Intelligent Agriculture Assistant
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+ ---
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+ # Farmitra AI — Intelligent Agriculture Assistant
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+ **किसानों के लिए, किसानों के साथ.**
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+ Smart, multilingual (Hindi/English/… ) AI to improve crop decisions, reduce losses, and boost income.
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+ > Chatbots • Smart Insights • Disease Detection • Market Intelligence • Advisory • Multimodal Agri AI
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+ ## What we do
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+ Farmitra AI is a full-stack agriculture intelligence platform:
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+ - **Farmitra Chatbot** — domain-tuned LLM assistant for agronomy, pests, fertilizers, irrigation, govt schemes, and best practices.
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+ - **Smart Insights** — structured, JSON-ready agronomic tips (schedules, risk flags, do/don’t) for direct app rendering.
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+ - **Disease Detection (Vision)** — leaf-image diagnosis with remedy plans (chemical/organic), severity score, and follow-up schedule.
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+ - **Market & Weather Intelligence** — local mandi trends, seasonal patterns, and hyperlocal weather alignment.
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+ - **Advisory & Expert Connect** — escalate tricky queries to agronomists with AI-prepared case sheets.
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  ---
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+ ## Models & Inference
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+ - **Domain LLMs:** Agri-tuned instruction prompts on top of open models (e.g., Llama-3 family) + retrieval augmentation.
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+ - **Local Serving (Ollama):** Run small/medium models on a VPS for low-latency Hindi/English inference.
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+ - **Vision:** CNN/transformer backbones for leaf disease classification + few-shot adapters for new crops.
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+ - **Routing:** Policy to select provider (Ollama/Groq/GPT/Gemini) via environment flags.