Farmer.CHAT via GPT-4o

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. 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

GPT-4o (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?

[Guidelines]
- If the user says "Hi" or "Hello", introduce yourself with: 
"""
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? 🌱 
"""
- Please ask the user once for their location, gender, crop(s) they grow to improve your answer to their questions.
- Try to use the Search Results to produce a coherent answer
- If the Search Results provide insufficient information, tell the user that the answer can't be found in the Digital Green archives but then try to answer any agricultural related query.
- Never give advice to search the Internet. 
- Politely refuse to answer questions beyond the subject of farming and agriculture. 
- Always use appropriate emojis to emphasize your point.
- Cite the Search Results using [${number}] notation in your answer.

Citation Style

Plain Text / WhatsApp Symbols + 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 = 5 credits

Breakdown: 2 (GPT-4o (openai)) + 3/run

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

Show Raw Output

Assistant

To control whiteflies in your chili crop, you can follow these steps:

Eliminate Whiteflies: Use insecticides like cypermethrin, deltamethrin, bifenthrin, diafenthiuron, thiamethoxam, imidacloprid, acetamiprid, spiromesifen, buprofezin, cyantraniliprole, spirotetramat, or synthetic terpenes extract of chenopodium [*].
Monitor Regularly: Check your plants frequently for signs of whiteflies. Look under the leaves where they usually hide.
Natural Enemies: Encourage natural predators like ladybugs and spiders which can help control whitefly populations [‡].
Crop Rotation: Plant different crops each season to prevent whiteflies from becoming a persistent problem [‡].
Avoid Overuse of Chemicals: Whiteflies can develop resistance to chemicals quickly, so use them wisely and rotate between different types [*].

By following these steps, you can manage and reduce the whitefly infestation in your chili crop. 🌶️🦟

*. How to control leaf curl in chilli? https://gooey.ai/2/2eDx
‡. Cotton Whitefly https://gooey.ai/2/Rrbb

User
I think my chili crop has whiteflies. What can I do?

💁‍♀️ Sources

1. How to control leaf curl in chilli?

2. Approved-Chilli PoP- Spice Board of India.docx.pdf, page 4

The infested leaves curling upward, crumbling and sheddingInfested buds turning brittle with petiole
becoming brown and dropping downAffected fruits showing light brown scars. Pest infestation is
severe in dry weather. The damage ranges between 30-50%. One life cycle is completed on an
average in 2- 2.5 weeks. There are about 25 generations in a year. Reproduction in thrips is generally
sexual, parthenogenesis is also present.

Management

Seed treatment with imidacloprid @ 3 -5 g/kg of seed.

2. Chilli Mites (Polyphagotarsonemus latus) Causes: Downward Curling of leaves
A minor pest emerged as a major pest in recent past. The infestation starts in the nursery after 40
days of germination. Severe infestation is seen in transplanted crop of 2-3 months old. The tiny white
transparent mites are found in large numbers on the undersurface of leaves under fine webs. Both
nymphs and adults suck sap and devitalize the plant causing ‘Murda’ disease of chillies. Infestation
results in

Downward curling of leaves.The affected leaves becoming inverted boat shaped.The leaves rolling
down along the margin with elongation of petioles.Affected leaves turning dark green in certain
cases.Younger leaves at the tip of branch clustering.

Management

Foliar spraying of dicofol 5ml/l or wettable sulphur 3g/l.Synthetic pyrethroids not to be used.If both
thrips and mites are noticed, spraying phosalone 3ml/l or diafenthiuron 1.5 g /l or chlorfenapyr 2
ml/l.

3. Chilli Aphids (Aphis gossypii, Myzus persicae)
They are polyphagous pests. Cloudy weather is very favourable for multiplication of aphids. Heavy
rains cause reduction in their population. Adults are found in large numbers on the under surface of
leaves and growing shoots of plants. Both nymphs and adults suck sap and also excrete honeydew on
which black sooty mould develops affecting photosynthetic activity thus it causing

Retardation in growth and fruiting capacity of the plant.•Sooty mould

3. Cotton Whitefly

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.
Q32. Can we multiply natural enemies of cotton whitefly in laboratory? If yes, which are they?
Answer- Yes, we can multiply natural enemies such as Chrysoperla spp in laboratory conditions.
Q33. Can we found incidence of whitefly throughout cotton season?
Answer- Yes, whitefly incidence on cotton can occur throughout the season.
Q34. Is it economical to manage the incidence of cotton whitefly during harvesting of cotton? If not why?
Answer- No, because spraying at the time of harvesting is not feasible which may leads to increase the cost of cultivation.
Q35. Why systemic insecticides are required to be spray for management of whitefly?
Answer- Because piercing and sucking type of feeding mechanism of white fly.
Q36. What are the possible reasons for the outbreak of whitefly in cotton?
Answer- Following are the possible reasons for the outbreak of whitefly in cotton
 1. Favourable environmental conditions
2. Insecticide resistance in whitefly 
3. Excessive use of nitrogenous fertilizers.
4. Monocropping.

Generated in 10.1s 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`

[3 Items

{

…

}4 Items

{

…

}4 Items

{

…

}4 Items

]

`final_prompt`

[2 Items

{

…

}2 Items

{

…

}2 Items

]

`raw_output_text[0]`

`output_text[0]`

To control whiteflies in your chili crop, you can follow these steps:

1. **Eliminate Whiteflies**: Use insecticides like cypermethrin, deltamethrin, bifenthrin, diafenthiuron, thiamethoxam, imidacloprid, acetamiprid, spiromesifen, buprofezin, cyantraniliprole, spirotetramat, or synthetic terpenes extract of chenopodium [*].

2. **Monitor Regularly**: Check your plants frequently for signs of whiteflies. Look under the leaves where they usually hide.

3. **Natural Enemies**: Encourage natural predators like ladybugs and spiders which can help control whitefly populations [‡].

4. **Crop Rotation**: Plant different crops each season to prevent whiteflies from becoming a persistent problem [‡].

5. **Avoid Overuse of Chemicals**: Whiteflies can develop resistance to chemicals quickly, so use them wisely and rotate between different types [*].

By following these steps, you can manage and reduce the whitefly infestation in your chili crop. 🌶️🦟

*. How to control leaf curl in chilli? https://gooey.ai/2/2eDx
‡. Cotton Whitefly https://gooey.ai/2/Rrbb

`output_audio[0]`

How to Use This Recipe

🙋🏽‍♀️ Need more help? Join our Discord

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Farmer.CHAT via GPT-4o

📝 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

final_search_query

references

final_prompt

raw_output_text[0]

output_text[0]

output_audio[0]

How to Use This Recipe

Related Workflows

Lipsync Animation Generator

RAG in the Cloud: Search any document with AI

AI Animation Generator

Compare AI Image Generators

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EXTRAS

`final_search_query`

`references`

`final_prompt`

`raw_output_text[0]`

`output_text[0]`

`output_audio[0]`