Swahili Kenyan Farmer.CHAT - Sep 19

Aimed at Kenyan farmers and Extension Agents, this bot uses a collection of documents to address common questions from coffee farmers. We load these documents into a vector database. With each question, we search the vector DB and then add the results to a GPT3 script below to create an answer to the farmer's questions. 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

Choose a language to translate incoming text & audio messages to English and responses back to your selected language. Useful for low-resource languages.

Translation Model

Google Translate

User Language

Swahili

Speech-to-Text Provider

Auto Select

We'll automatically select an ASR model for you based on the User Language.

🩻 Photo & Document Intelligence

⚙️ Settings

🔠 Translation Settings

📖 Add Glossary

📄 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

Wakati mzuri wa kupanda kahawa ni wakati wa kiangazi, angalau miezi mitatu kabla ya kupanda au mwanzo wa mvua. Hii imetajwa katika "KENYA KAHAWA ENDELEVU MANUAL.pdf, ukurasa wa 28" [2] . Ikiwa unahitaji maelezo zaidi, unaweza kuangalia https://www.digitalgreen.org/videos kwa usaidizi zaidi.

KENYA COFFEE SUSTAINABILITY MANUAL.pdf, page 28 https://gooey.ai/2/pXvk

User
When is the best time to plant coffee?

💁‍♀️ Sources

1. KENYA COFFEE SUSTAINABILITY MANUAL.pdf, page 30

3.7 Field maintenance of young coffee
3.7.1 Mulching
i) Young coffee requires mulching in order to conserve moisture, suppress
weeds and moderate soil temperatures
ii) Apply the mulch around the stem and ensure that it does not come into
contact with it to avoid incidences of insect pest attack

Mulching of young coffee

3.7.2 Watering
i) During dry spells, water the seedlings at least two times a week until they are
well established.
ii) Avoid over-watering to encourage proper root development.
3.7.3 Weed Management
i) Undertake hand weeding around the young trees. Use implements like the
half-moon jembe to weed in between the rows
ii) In the event that there are stubborn weeds like couch grass, cover the
seedlings (with a bucket or bag) before spraying the weeds with a suitable
herbicide
3.7.4 Nutrition
i) Apply 50g of CAN per seedling six months after planting
ii) After one year, apply 80g of NPK e.g. 17:17:17 per tree
iii) one and half year apply 100g of CAN
iv) At two years, apply NPK at 125g per tree. Subsequent applications should be
as per the recommendations - based on soil analysis
3.7.5 Intercropping
i) Intercropping can be undertaken within the first two years after establishment.
Suitable intercrops include short leguminous crops such as Field beans,
tomatoes and Irish potatoes
ii) Plant the intercrops using a recommended fertilizer preferably NPK fertilizer
such as 17:17:17
iii) Plant the intercrop at the middle of the inter rows at least 2 feet away from the
coffee rows/stem.
30

2. KENYA COFFEE SUSTAINABILITY MANUAL.pdf, page 28

1330 trees/ha

3.4 Land preparation
i) Prepare the land well in advance, digging out all tree stumps, roots, bushes
and grasses. Land cleared of trees within 6 months should not be used for
coffee planting because of the risk of Armillaria, a fungal disease which
causes root rot
ii) Ensure soil analysis is done to determine the inherent soil condition
iii) Make terraces or other soil conservation structures where the land has steep
slopes
iv) Protect bench terraces from erosion by planting grasses e.g. Blue grass
(Paspulum notatum) on the bench faces
3.5 Layout and preparation of planting holes
i) Layout and peg the planting points along the contours at the appropriate
spacing
ii) Space holes at 2.74m x 2.74m (9ft × 9ft) for SL 34, SL 28 and K7;
2m ×
2m (6.6 ft. x 6.6 ft.) for Ruiru 11 and 2.1m x2.5m (7ft x 8 ft.) for Batian variety.
iii) Dig the planting holes during the dry season, at least three months before
planting/ onset of rains
iv) Planting holes should measure 60cm x 60cm x 60cm (2ft × 2ft × 2ft)
v) Place top-soil (first 15cm or 6 inches) and sub-soil (15cm-60cm or 6”-24”)
separately.

3. KENYA COFFEE SUSTAINABILITY MANUAL.pdf, page 52

Drip irrigation coffee

Over-head irrigation

Basin irrigation

Bottle irrigation

5.5 Critical periods to irrigate
Coffee needs to be irrigated when:
i) Moisture content is inadequate for the young coffee
ii) Flower buds are fully formed but there are no rains to induce blossoming
iii) Pinheads are breaking dormancy (7th week from fruit set) but there is
moisture deficit
iv) Rains fails during the ripening stage – This is a critical stage in the coffee
production cycle and every effort to irrigate should be made if rain fails
v) Coffee trees are under stress due to drought
5.6 Important aspects of irrigation
i) Irrigate weed free coffee fields
ii) Determine the amount of water being applied - collect water from the
discharge point for a given period of time. This will tell how long to irrigate
iii) Repair leaking pipes and joints – to minimise water wastage
iv) Ensure the pump and the whole irrigation system is working properly – check
the foot valves, sluice valves and the return valves
51

v) Sources of water may be – rivers, lakes, boreholes, shallow wells and
reservoirs
vi) Ensure the water is tested on suitability for coffee farming
vii) For sustainability in water sources, harvest water from buildings and run off
from farms into dams and reservoirs
viii)
For sustainable water use, irrigate in the early morning and at night
ix) Bottle irrigation can be done for young seedlings

Generated in 2.8s 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

<|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: """KENYA COFFEE SUSTAINABILITY MANUAL.pdf, page 30"""
Snippet: """
3.7 Field maintenance of young coffee
3.7.1 Mulching
i) Young coffee requires mulching in order to conserve moisture, suppress
weeds and moderate soil temperatures
ii) Apply the mulch around the stem and ensure that it does not come into
contact with it to avoid incidences of insect pest attack

Mulching of young coffee

Search Result: [2]
Title: """KENYA COFFEE SUSTAINABILITY MANUAL.pdf, page 28"""
Snippet: """
1330 trees/ha

Search Result: [3]
Title: """KENYA COFFEE SUSTAINABILITY MANUAL.pdf, page 52"""
Snippet: """
Drip irrigation coffee

Over-head irrigation

Basin irrigation

Bottle irrigation

52
"""
**********
[Guidelines]
- Please ask the user once for their location, gender, crop(s) they grow to improve your answer to their questions.
- 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.
**********
When is the best time to plant coffee?<|im_end|>

Raw Text Response 1

Final Response 1

How to Use This Recipe

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Swahili Kenyan Farmer.CHAT - Sep 19

📝 Instructions

🧠 Language Model

📄 Knowledge

Capabilities

🗣️ Text to Speech & Lipsync

🔠 Translation & Speech Recognition

Translation Model

User Language

Speech-to-Text Provider

🩻 Photo & Document Intelligence

🔠 Translation Settings

📄 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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