Farmer.CHAT - Telugu - Sep 19

Aimed at Telugu speaking Indian farmers and Extension Agents, this bot uses a collection of documents and transcripts of 100s of videos representing best practices from the Indian Ministry of Agriculture and Digital Green's video transcripts & FAQs to answer common questions from Indian farmers. We load these documents + transcripts into a vector database. With each question, we search the vector DB and then add the results to a GPT script below to create an answer to the farmer's questions. Chat with Farmer.CHAT on WhatsApp here: http://wa.me/+12602310218. More info and technical walkthroughs can be found here too: https://www.help.gooey.ai/farmerchat

📝 Instructions

🧠 Language Model

ChatGPT (openai)

📄 Knowledge

Add documents or links to give your copilot a knowledge base. When asked a question, we'll search them to generate an answer with citations.

Submit Links in Bulk

Capabilities

🗣️ Text to Speech & Lipsync

🔠 Translation & Speech Recognition

🩻 Photo & Document Intelligence

⚙️ Settings

📄 Knowledge Base

👩‍🏫 Search Instructions

How should the LLM interpret the results from your knowledge base?

Citation Style

Plain Text / WhatsApp Numbers + Footnotes

🔗 Shorten Citation URLs

Create Synthetic Data

To improve answer quality, pick a synthetic data maker workflow to scan & OCR any images in your documents or transcribe & translate any videos. It also can synthesize a helpful FAQ. Adds ~2 minutes of one-time processing per file.

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Advanced Settings

In general, you should not need to adjust these.

👁‍🗨 Conversation Summarization

These instructions run before the knowledge base is search and should reduce the conversation into a search query most relevant to the user's last message.

⌥ Variables

🔑 Keyword Extraction

Instructions to create a query for keyword/hybrid BM25 search. Runs after the Conversations Summarization above and can use its result via {{ final_search_query }}.

Embeddings Model

Text Embedding 3 Large (OpenAI)

Dense Embeddings Weightage

Weightage for dense vs sparse embeddings. 0 for sparse, 1 for dense, 0.5 for equal weight.
Generally speaking, dense embeddings excel at understanding the context of the query, whereas sparse vectors excel at keyword matches.

Max Citations

The maximum number of document search citations.

Max Snippet Words

After a document search, relevant snippets of your documents are returned as results. This setting adjusts the maximum number of words in each snippet. A high snippet size allows the LLM to access more information from your document results, at the cost of being verbose and potentially exhausting input tokens (which can cause a failure of the copilot to respond). Default: 300

Overlapping Snippet Lines

Your knowledge base documents are split into overlapping snippets. This settings adjusts how much those snippets overlap. In general you shouldn't need to adjust this. Default: 5

🔠 Language Model Settings

Avoid Repetition

Answer Outputs

How many answers should the copilot generate? Additional answer outputs increase the cost of each run.

Max Output Tokens

The maximum number of tokens to generate in the completion. Increase to generate longer responses.

Creativity (aka Sampling Temperature)

Higher values allow the LLM to take more risks. Try values larger than 1 for more creative applications or 0 to ensure that LLM gives the same answer when given the same user input.

🛠️ Tools

Give your copilot superpowers by giving it access to tools. Powered by Function calling.

Save JSON as PDF

Run cost = 4 credits

Breakdown: 1 (ChatGPT (openai)) + 3/run

By submitting, you agree to Gooey.AI's terms & privacy policy.

Show Raw Output

Assistant

Install yellow sticky traps @ 40 per acre, 1 to 1.5 ft. above crop canopy with the help of bamboo stick to monitor whitefly populations [1] . Also, consider using biopesticides like Neem seed kernel extract and avoid excessive use of nitrogenous fertilizers to reduce whitefly incidence [1] . Additionally, practicing crop rotation and avoiding monocropping can help manage whiteflies in cotton [1] . For more information, you can contact Central IPM centres, State agriculture universities, KrishiVighyan Kendra, State agriculture department, or ICAR institutes [1] . 🌿

Cotton Whitefly https://gooey.ai/2/k02d

User
What can I do about white flies in my cotton crop?

💁‍♀️ Sources

1. Cotton Whitefly

Q40. How yellow sticky traps needs to be install in cotton ecosystem?
Answer- Install yellow sticky traps @ 40 per acre, 1 to 1.5 ft. above crop canopy with the help of bamboo stick.
Q41. How incidence of whitefly occur in my field every year?
Answer- Possible reasons of whitefly incidence-
1. Excessive use of nitrogenous fertilizers makes crop succulent which attracts whiteflies.
2. Hot and humid conditions favours the incidence of whitefly.
3. Monocropping of cotton crop.
Q42. What is the life cycle of whitefly?
Answer- The female whitefly lays the eggs singly on the under surface of leaves and mostly on the top and middle crop canopy. Each female is capable of laying about 120 eggs. The incubation period varies from 3-5 days during spring and summer, 5-17 during autumn and >30 days during winter. The nymphs after hatching fix themselves to the underside of the leaves and they moult thrice before pupation. The nymphal period varies from 9-14 days during summer, and 17-19 days during winter. The pupal period is 2-8 days. The total life-cycle ranges from 14 to 107 days depending upon the weather conditions. There are about 12 overlapping generations in a year and the pest also reproduces parthenogenetically at times.
Q43. Which is the damaging stage of whitefly in cotton ecosystem?
Answer- Both nymph and adult are the damaging stage of whitefly in cotton.
Q44. What are the favourable atmospheric conditions for multiplication of whitefly?
Answer- The ideal conditions for growth are 27oC and 71% relative humidity, hot and humid conditions favour the insect.
Q45. What are precautions needs to be taken during spraying of chemical insecticides by the farmers?
Answer- 1.Apply only recommended dose and dilution.
2.Spray operation should be conducted on sunny day in general.
3.Spray operation should be conducted in the wind direction.
4.After spray operation, sprayer and buckets should be washed with clean water using detergent/soap.
5.Avoid the entry of animals/workers in the field immediately after spray.
6.Never enter in the treated field immediate after spray without bearing protective clothings.
7. Use protective clothings viz., hand gloves, face masks, cap, apron, full trouser, etc. to cover whole body.
Q46. What is label claim of pesticides? Why it is necessary?

...

Answer- 1. Avoiding monocropping
2. Crop rotation
3. Seed treatment, 
4. Installation of yellow sticky trap, 
5. Use of biopesticides like Neem seed karnel extract
6. Avoide excess use of nitrogenous fertilizers
7. Avoide use of synthetic pyrethroid

Q17. Where farmers can get complete information for timely management of whitefly on cotton?
Answer- farmers can get complete information for timely management of whitefly on cotton from following  Institutes/Centres,
         1.Central IPM centres
 2. State agriculture universities 
 3. KrishiVighyan Kendra
 4. State agriculture department
 5. ICAR institutes.
Q18. Is it desirable to mix more number of chemical insecticides / biopesticides in one tank during spraying for the management of cotton whitefly?
Answer- No.
Q19. What will be the side effects of mixing of more insecticides together without recommendation in cotton ecosystem for management of whitefly?
Answer- Physical incompatibility or improper mixing of pesticides which sometimes results to clogging of nozzles, unwanted residues on crops and ineffectiveness.
Q20. What is the meaning of IPM?
Answer- Integrated Pest Management is the careful consideration of all available pest control techniques and subsequent integration of appropriate measures that discourage the development of pest populations. It combines biological, chemical, physical and crop specific (cultural) management strategies and practices to grow healthy crops and minimize the use of pesticides, reducing or minimizing risks posed by pesticides to human health and the environment for sustainable pest management
Q21. Why IPM needs to be adopted for management of Cotton whitefly?
Answer- 1. To minimize the excess use of pesticides with the least possible disruption to agro-ecosystems.
2. To minimize the cost of cultivation.
Q22. What is procedure of survey of whitefly in cotton ecosystem by farmer?
Answer- Procedure of survey of whitefly in cotton ecosystem as follows, 
1. Field observations on insect pests and diseases are to be initiated after 20 days of sowing.
2.  In each field select five spots randomly in zigzag manner (at least 5 feet inside the border).
3. At each spot select 10 plants randomly/ field for recording observations.
4. Observe the upper middle and lower leaves of selected plants.
5. Count the average number of whiteflies per leaf to know the infestation of white fly.
Q23. Why only recommended insecticides required tobe spray in cotton ecosystem for management of whitefly?

...

2.  In each field select five spots randomly in zigzag manner (at least 5 feet inside the border).
3. At each spot select 10 plants randomly/ field for recording observations.
4. Observe the upper middle and lower leaves of selected plants.
5. Count the average number of whiteflies per leaf to know the infestation of white fly.
Q23. Why only recommended insecticides required tobe spray in cotton ecosystem for management of whitefly?
Answer- For effective management of whitefly and to avoid insecticide resistance in whitefly.
Q24. Can we increase the recommended dose of chemical insecticides for management of huge population of whitefly?
Answer- No.
Q25. Is there any impact of crop rotation to avoid the incidence of whitefly in cotton?
Answer- Yes,Crop rotation replaces a crop that is susceptible to a serious pest with another crop that is not susceptible. Each food crop comes with its own set of pests that attack that particular crop. By planting a different crop each time, the farmer is able to starve out those pests.
Q26. If recommended insecticides / biopesticides are not available in market? Can we spray other than recommended insecticides / bio pesticides in cotton ecosystem?
Answer- No.
Q37. What is the feeding habit of Whitefly in cotton ecosystem?
Answer- Nymphs and adults lacerate the tissue and suck the sap from the upper and lower surfaces of leaves. They inject saliva and suck the lysed contents of plant cells 
Q28. Can I count the whitefly population in cotton field visually? If not why?
Answer- No, because whiteflies are fast flying insect.
Q29. What is the observation procedure of whitefly in cotton ecosystem during survey?
Ans:  Observation procedure of survey of whitefly in cotton ecosystem as follows, 
1. Field observations on insect pests and diseases are to be initiated after 20 days of sowing.
2.  In each field select five spots randomly in zigzag manner (at least 5 feet inside the border).
3. At each spot select 10 plants randomly/ field for recording observations.
4. Observe the upper middle and lower leaves of selected plants.
Q30. What do you mean by natural enemies?
Answer- Natural enemies are farmers friends which kills/ check the population of harmful insects.
Q31. What are the natural enemies of cotton whitefly available in cotton ecosystem?
Answer- Chrysoperlaspp, Lady Bird beetle, Dragonfly, Damselfly. Predatory ants, Praying Mantis, wasp, spider are the natural enemies of cotton whitefly available in cotton ecosystem.

Generated in 4.3s on

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ℹ️ Details

Have you ever wanted to create a bot that you could talk to about anything? Ever wanted to create your own https://dara.network/RadBots or https://Farmer.CHAT? This is how.

This workflow takes a dialog LLM prompt describing your character, a collection of docs & links and optional an video clip of your bot’s face and voice settings.

We use all these to build a bot that anyone can speak to about anything and you can host directly in your own site or app, or simply connect to your Facebook, WhatsApp or Instagram page.

How It Works:

Appends the user's question to the bottom of your dialog script.
Sends the appended script to OpenAI’s GPT3 asking it to respond to the question in the style of your character
Synthesizes your character's response as audio using your voice settings (using Google Text-To-Speech or Uberduck)
Lip syncs the face video clip to the voice clip
Shows the resulting video to the user

PS. This is the workflow that we used to create RadBots - a collection of Turing-test videobots, authored by leading international writers, singers and playwrights - and really inspired us to create Gooey.AI so that every person and organization could create their own fantastic characters, in any personality of their choosing. It's also the workflow that powers https://Farmer.CHAT and was demo'd at the UN General Assembly in April 2023 as a multi-lingual WhatsApp bot for Indian, Ethiopian and Kenyan farmers.

👣 Steps

Final Search Query

References

[1 Items

{

…

}4 Items

]

Final Prompt

<|im_start|>system
You are Farmer.CHAT - an intelligent AI assistant built by Gooey.AI and DigitalGreen.org to help Indian farmers and agriculture agents. Try to give succinct  answers to their questions (at a 6th grade level), taking note of their district and the particular plant they are attempting to aid (usually seeking a strategy to rid the crops of pests or other problems).

- If the user gives a salutation such as "Hi" or "Hello", introduce yourself before answering the user's query with the text below between the triple backticks:
```
Welcome to Farmer.CHAT. I'm an AI 🤖 designed to help farmers and extension agents. Send me a text or 🎙️voice note with any farming question and I'll give you an answer based on recommendations and best practices from other farmers like you. I'm constantly trying to improve, so please give me your feedback by tapping the 👍🏾 👎🏽 buttons.  Now, what would you like to know? 🌱 
```<|im_end|>
<|im_start|>user
Search Result: [1]
Title: """Cotton Whitefly"""
Snippet: """
Q40. How yellow sticky traps needs to be install in cotton ecosystem?
Answer- Install yellow sticky traps @ 40 per acre, 1 to 1.5 ft. above crop canopy with the help of bamboo stick.
Q41. How incidence of whitefly occur in my field every year?
Answer- Possible reasons of whitefly incidence-
1. Excessive use of nitrogenous fertilizers makes crop succulent which attracts whiteflies.
2. Hot and humid conditions favours the incidence of whitefly.
3. Monocropping of cotton crop.
Q42. What is the life cycle of whitefly?
Answer- The female whitefly lays the eggs singly on the under surface of leaves and mostly on the top and middle crop canopy. Each female is capable of laying about 120 eggs. The incubation period varies from 3-5 days during spring and summer, 5-17 during autumn and >30 days during winter. The nymphs after hatching fix themselves to the underside of the leaves and they moult thrice before pupation. The nymphal period varies from 9-14 days during summer, and 17-19 days during winter. The pupal period is 2-8 days. The total life-cycle ranges from 14 to 107 days depending upon the weather conditions. There are about 12 overlapping generations in a year and the pest also reproduces parthenogenetically at times.
Q43. Which is the damaging stage of whitefly in cotton ecosystem?
Answer- Both nymph and adult are the damaging stage of whitefly in cotton.
Q44. What are the favourable atmospheric conditions for multiplication of whitefly?
Answer- The ideal conditions for growth are 27oC and 71% relative humidity, hot and humid conditions favour the insect.
Q45. What are precautions needs to be taken during spraying of chemical insecticides by the farmers?
Answer- 1.Apply only recommended dose and dilution.
2.Spray operation should be conducted on sunny day in general.
3.Spray operation should be conducted in the wind direction.
4.After spray operation, sprayer and buckets should be washed with clean water using detergent/soap.
5.Avoid the entry of animals/workers in the field immediately after spray.
6.Never enter in the treated field immediate after spray without bearing protective clothings.
7. Use protective clothings viz., hand gloves, face masks, cap, apron, full trouser, etc. to cover whole body.
Q46. What is label claim of pesticides? Why it is necessary?

...

Raw Text Response 1

Final Response 1

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