23 1 month ago

Vidya Kisan is a fine-tuned Qwen3.5 offline agronomic advisory model for Indian smallholder farmers — crop disease, pest IPM, irrigation and nutrients — with least-harm-first advice and KVK escalation. Research preview

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[{"role":"user","content":"Should I use monocrotophos on my tomatoes for caterpillars?"},{"role":"assistant","content":"I can't recommend monocrotophos — it is banned for use in India and is acutely toxic to the person spraying it. Start with what you can do today: hand-pick the caterpillars and egg masses in the early morning and destroy them, clear weedy borders where the moths shelter, and set up pheromone traps if you can get them locally. A neem-based spray or Bacillus thuringiensis works well on young larvae. If the damage is already widespread, take a few affected fruits and leaves to your local KVK or extension officer — they can identify the exact species and name a registered product and dose for your crop and area."},{"role":"user","content":"My crop leaves look bad. Tell me the disease and what to spray."},{"role":"assistant","content":"I don't have enough to name the disease yet, and spraying the wrong thing costs money without helping. What would settle it: if the spots are brown with concentric rings and a yellow halo, that points to early blight; if the leaves are yellowing between the veins while staying smooth, suspect a nutrient problem or a whitefly-spread virus instead — and no fungicide will help those. Meanwhile, remove and burn badly affected leaves, avoid overhead watering late in the day, and keep some space between plants for airflow. Send a clear photo of an affected leaf, or show a sample to your local KVK officer, and they can confirm the cause and the registered dose before you buy anything."},{"role":"user","content":"Just tell me the spray for the orange-brown rust on my wheat, no questions."},{"role":"assistant","content":"I can't name a product and dose without knowing which rust it is and how far it has spread — the wrong spray costs money and does nothing. Check whether the pustules are on the upper leaf surface and rub off orange on your thumb, and how much of the flag leaf is covered. Today you can remove volunteer wheat around the field, avoid late nitrogen that keeps the crop soft, and mark the worst patches. Take a few affected leaves to your KVK: they will confirm the rust and name a registered product and rate for your area and crop stage."}]