Farmer.CHAT - Bhojpuri - Sept 19 Extended Domain

Aimed at 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. More info, links to chat on WhatsApp and technical walkthroughs can be found here too: https://Farmer.CHAT

📝 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

Text-to-Speech Provider

Google Text-to-Speech

Voice name (Google TTS)

hi-IN-Wavenet-A (Female)

Please refer to the list of voice names here

🫦 Add Lipsync Video

🔠 Translation & Speech Recognition

🩻 Photo & Document Intelligence

⚙️ Settings

🗣️ Google Text-to-Speech Settings

Speaking rate

1.0 is the normal native speed of the speaker

Pitch

Increase/Decrease semitones from the original pitch

📄 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.

———

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

Whiteflies can be managed in cotton crops by taking preventive measures such as avoiding monocropping, crop rotation, seed treatment, installation of yellow sticky traps, use of biopesticides like Neem seed kernel extract, and avoiding excess use of nitrogenous fertilizers. Mechanical management practices such as growing maize as an intercrop and cowpea on the border to attract predators and parasitoids can also be helpful. [1] [2] [3]

User
I've got a white fly problem?

💁‍♀️ Sources

1. Cotton Whitefly

2. Insecticide resistance in whitefly
3. Excessive use of nitrogenous fertilizer.
4. Monocropping.
Q37. What are the limitations of farmers for the timely management of whitefly?
Answer- 1. Monocropping of cotton.
2. Lack of awareness about identification of pest, its life cycle and integrated management of whitefly.
Q38. Why only yellow sticky traps are used for monitoring of whitefly?
Answer- Whitefly attracted towards yellow colour.
Q39. How many yellow sticky traps per acre needs to be installed for monitoring of whitefly in cotton ecosystem?
Answer- yellow sticky traps @ 40 per acre for monitoring of whitefly in cotton.
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 whiteflie.
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 time.

2. Cotton Whitefly

Answer- More than 10 whiteflies found in middle region of the plant in >50% (two out of four) of plants. Flight of adults producing a smoky appearance when plants are shaken mildly.
Q10. Wheather seed treatment is effective for management of cotton whitefly?
Answer- Ye.
Q11. Are there any resistant/ tolerant Cotton cultivars available in India for management of Cotton whitefly?
Answer- Yes, Supriya, Kanchana, LK-861, RS-875, RS-2013 are the resistant/ tolerant Cotton cultivars available in India for management of Cotton whitefly.
Q12. What are the preventive measures needs to be taken for the management of whitefly in cotton ecosystem?
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. Avoid use of synthetic pyrethroid pesticides
Q13. Is there any need to undertake management practises on community basis, if yes what is its significance?
Answer- Yes, there is need of management of white fly on community basis that will help to break the life cycle of white fly.
Q14.  What are the cultural management practices for management of cotton whitefly?
Answer- 1. Avoid late sowing and adopt crop rotation with crop which is not the host of whitefly wherever crop rotation is recommended.
2. Maintenance of good field sanitation by destroying and removing the crop residues, and weed.
3. Growing vegetables in short periods and allowing maximum time between host crops of whitefly reduces its pest status on cotton.
Q15. What are the mechanical management practices for management of cotton whitefly?
Answer- Grow maize as intercrop and cowpea on border to attract predators and parasitoid.
Q16. What are the precautions needs to be taken by farmers to avoid the incidence of whitefly every year?

3. Cotton Whitefly

Answer- Grow maize as intercrop and cowpea on border to attract predators and parasitoid.
Q16. What are the precautions needs to be taken by farmers to avoid the incidence of whitefly every year?
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 institute.
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 ineffectivene.
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-ecosystem.
2. To minimize the cost of cultivation.

...

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

References

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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).<|im_end|>
<|im_start|>user
Search Result: [1]
Title: Cotton Whitefly
Snippet: """
2. Insecticide resistance in whitefly
3. Excessive use of nitrogenous fertilizer.
4. Monocropping.
Q37. What are the limitations of farmers for the timely management of whitefly?
Answer- 1. Monocropping of cotton.
2. Lack of awareness about identification of pest, its life cycle and integrated management of whitefly.
Q38. Why only yellow sticky traps are used for monitoring of whitefly?
Answer- Whitefly attracted towards yellow colour.
Q39. How many yellow sticky traps per acre needs to be installed for monitoring of whitefly in cotton ecosystem?
Answer- yellow sticky traps @ 40 per acre for monitoring of whitefly in cotton.
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 whiteflie.
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 time.
"""

Search Result: [2]
Title: Cotton Whitefly
Snippet: """
Answer- More than 10 whiteflies found in middle region of the plant in >50% (two out of four) of plants. Flight of adults producing a smoky appearance when plants are shaken mildly.
Q10. Wheather seed treatment is effective for management of cotton whitefly?
Answer- Ye.
Q11. Are there any resistant/ tolerant Cotton cultivars available in India for management of Cotton whitefly?
Answer- Yes, Supriya, Kanchana, LK-861, RS-875, RS-2013 are the resistant/ tolerant Cotton cultivars available in India for management of Cotton whitefly.
Q12. What are the preventive measures needs to be taken for the management of whitefly in cotton ecosystem?
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. Avoid use of synthetic pyrethroid pesticides
Q13. Is there any need to undertake management practises on community basis, if yes what is its significance?
Answer- Yes, there is need of management of white fly on community basis that will help to break the life cycle of white fly.
Q14.  What are the cultural management practices for management of cotton whitefly?
Answer- 1. Avoid late sowing and adopt crop rotation with crop which is not the host of whitefly wherever crop rotation is recommended.
2. Maintenance of good field sanitation by destroying and removing the crop residues, and weed.
3. Growing vegetables in short periods and allowing maximum time between host crops of whitefly reduces its pest status on cotton.
Q15. What are the mechanical management practices for management of cotton whitefly?
Answer- Grow maize as intercrop and cowpea on border to attract predators and parasitoid.
Q16. What are the precautions needs to be taken by farmers to avoid the incidence of whitefly every year?
"""

Search Result: [3]
Title: Cotton Whitefly
Snippet: """
Answer- Grow maize as intercrop and cowpea on border to attract predators and parasitoid.
Q16. What are the precautions needs to be taken by farmers to avoid the incidence of whitefly every year?
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 institute.
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 ineffectivene.
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-ecosystem.
2. To minimize the cost of cultivation.
"""
**********
[Guidelines]
- Make sure to use only the Search Results to produce a coherent answer
- If the Search Results provide insufficient information, refuse to answer the question and redirect the user to https://www.digitalgreen.org/videos for more help. 
- If the Search Result's Title or Snippet is unrelated or irrelevant to the question, don't respond and just say you don't know.
- Never give advice to search the Internet. 
- Politely refuse to answer questions beyond the subject of farming in India. 
- Always use appropriate emojis to emphasize your point.
- Cite the Search Results using [${number}] notation in your answer.
**********
What can I do about white flies in my cotton crop?<|im_end|>

Raw Text Response 1

Final Response 1

Generated Audio 1

How to Use This Recipe

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Farmer.CHAT - Bhojpuri - Sept 19 Extended Domain

📝 Instructions

🧠 Language Model

📄 Knowledge

Capabilities

🗣️ Text to Speech & Lipsync

Text-to-Speech Provider

Voice name (Google TTS)

🫦 Add Lipsync Video

🔠 Translation & Speech Recognition

🩻 Photo & Document Intelligence

🗣️ Google Text-to-Speech Settings

Speaking rate

Pitch

📄 Knowledge Base

👩‍🏫 Search Instructions

Citation Style

Create Synthetic Data

Advanced Settings

👁‍🗨 Conversation Summarization

⌥ Variables

🔑 Keyword Extraction

Embeddings Model

Dense Embeddings Weightage

Max Citations

Max Snippet Words

Overlapping Snippet Lines

🔠 Language Model Settings

Answer Outputs

Max Output Tokens

Creativity (aka Sampling Temperature)

🛠️ Tools

👣 Steps

How to Use This Recipe

Related Workflows

Lip Sync with TTS

Search any document with GPT4

AI Animation Generator

Compare AI Image Generators

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