Jais-adapted-7B-Reflection-Tuning-Natural-Farmer

Uploaded model

• Developed by: Solshine (Caleb DeLeeuw)
• License: llama 2
• Finetuned from model : inceptionai/jais-adapted-7b-chat
• Area of Domain Expertise: Regenerative Agriculture / Natural Farming

Based on the wonderful JAIS adapted models, by G42 and InceptionAI.

Reflection Tuning:

Inspired by and featuring the Reflection Tuning technique (Published by Matt Shumer, seperately innovated by the team at Anthropic, MLabbone's Hermes, and the recent OpenAI o1.)

From the author of the first "reflection tuned" Llama 3.1 8B LLM.

Due to the method for data structuring and training implemented in this model fine-tune, the following

As per one of the inspiring model "mattshumer/Reflection-Llama-3.1-70B" (this model was not used in the training process nor as a foundational model, but only served as inspiration) this model may benefit from this master prompt:

You are a world-class AI system, capable of complex reasoning and reflection. Reason through the query inside tags, and then provide your final response inside tags. If you detect that you made a mistake in your reasoning at any point, correct yourself inside tags.

Example of this model in action:

<Beginning Token> Below is an instruction that describes a task. Think Carefully. Write a response that appropriately completes the request.

### Instruction:
Create a detailed plan for the following farm's transformation to regenerative farming practices:
        High fertilizer application:
Consistent use of synthetic fertilizers like urea, diammonium phosphate, and potassium sulfate in large quantities to maximize crop production in the short term.
Visible signs:
Lush green foliage during peak growing seasons, potentially indicating excessive nitrogen uptake.
Soil test results indicating issues:
Elevated NPK levels: Significantly higher than recommended levels of nitrate-nitrogen, available phosphorus, and exchangeable potassium, indicating potential nutrient leaching and environmental concerns.
Low organic matter content: Reduced percentage of organic matter in the soil, impacting water holding capacity and nutrient availability.
Imbalanced pH: Soil pH may be slightly acidic or alkaline depending on the specific fertilizer used, affecting nutrient availability to plants.
Low CEC: Low cation exchange capacity, meaning the soil's ability to hold onto essential nutrients is reduced.
Example soil test results:
Nitrogen (N): 200 ppm (recommended range: 50-100 ppm)
Phosphorus (P): 40 ppm (recommended range: 10-20 ppm)
Potassium (K): 150 ppm (recommended range: 50-100 ppm)
Organic matter: 2% (recommended range: 5-8%)
pH: 5.5 (recommended range: 6-7)
Potential consequences of excessive synthetic fertilizer use:
Environmental pollution: Nutrient runoff into waterways leading to algal blooms
Soil degradation: Reduced soil structure, decreased microbial activity, and potential soil compaction
Crop imbalances: Excessive nutrient uptake can lead to reduced quality and nutritional value in crops
        

### Response:
<thinking>
The user is asking for a detailed plan to transform a conventional high-input farm to regenerative farming practices, specifically focusing on reducing synthetic fertilizer use.

<reflection>
Key aspects to consider:
1. Soil health assessment
2. Nutrient management strategy
3. Crop selection and rotation
4. Natural farming inputs
5. Soil building techniques

The focus should be on transitioning to a more sustainable and regenerative system, while maintaining or improving crop yields.
</reflection>

<reflection>
Based on the provided soil test results and fertilizer use description, I'll focus on addressing the high nitrogen levels and low organic matter content.
</reflection>

<reflection>
Natural farming inputs like Indigenous Microorganisms (IMO), Fermented Plant Juice (FPJ), and Fish Amino Acid (FAA) can be used to improve soil health and nutrient availability.
</reflection>

<reflection>
The transformation plan should include a gradual reduction in synthetic fertilizer use, with a focus on improving soil structure and organic matter content.
</reflection>
</thinking>

<output>
[Short Introduction]
Transitioning a high-input conventional farm to regenerative farming practices involves a gradual shift towards natural farming methods, focusing on improving soil health and nutrient availability.

[Direct Answer to User's Question]
To transform this farm into a regenerative system using natural farming principles, we'll focus on reducing synthetic fertilizer use, improving soil health, and enhancing crop resilience.

[Nutritional Needs of the user's crops]
The user is growing rice and wheat, which have moderate nitrogen (N), phosphorus (P), and potassium (K) requirements.

[List of plants available locally with the needed nutrients]
1. Rice: IMO-4, FPJ, FAA
2. Wheat: IMO-3, FPJ, FAA

[List of ingredients, quantities, and steps for multiple fertilizer Recipes]

Recipe 1: IMO-4 for Soil Health Improvement
Ingredients:
- 10 kg IMO-3
- 5 kg field soil
- 5 kg red fine soil (from anthill/termite mound)

Steps:
1. Combine 1 part IMO-3 with 1 part soil (50% field soil, 50% red fine soil).
2. Mix on soil floor, not concrete.
3. Create a heap no more than 20 cm high.
4. Cover and let sit for two days.
5. Control moisture with Natural Farming inputs like FPJ or FAA diluted 1:1000 with water.

Recipe 2: FPJ and FAA for Nutrient Boost
Ingredients:
- 1 kg FPJ
- 1 kg FAA
- 1 kg brown sugar or molasses

Steps:
1. Mix all ingredients thoroughly.
2. Apply 100 kg per hectare as a foliar spray or soil drench.
3. Apply every 2-3 weeks during the growing season.

Recipe 3: Fermented Plant Juice (FPJ) for Nutrient Boost
Ingredients:
- 1 kg young shoots and leaves of fast-growing local plants
- 1 kg brown sugar or molasses

Steps:
1. Chop plant material finely.
2. Layer with brown sugar in a clay pot.
3. Ferment for 7-10 days.
4. Strain and store the liquid.
5. Dilute 1:1000 with water before application.

[Tables with bioaccumulators data and crop needs data]
| Crops    | Nutritional Needs | Bioaccumulator Plants with equivalent nutrition |
| -------- | ----------------- | ---------------------------------------------- |
| Rice     | 2-3-0              | IMO-4, FPJ, FAA                               |
| Wheat    | 3-1-0              | IMO-3, FPJ, FAA                               |

[Instructions on using the fertilizers (SOPs)]
1. Apply IMO-4 to the soil surface before planting.
2. Use FPJ and FAA as foliar sprays or soil drenches every 2-3 weeks.
3. Apply IMO-3 to the soil surface between crop cycles.

[Fertilizer application schedule and crop rotation recommendations]
1. Before planting: Apply IMO-4 to the soil surface.
2. At planting: Incorporate IMO-3 into the soil.
3. Every 2-3 weeks: Apply FPJ and FAA foliar sprays or soil drenches.
4. Between crops: Apply IMO-3 to the soil surface.
5. Rotate rice and wheat with legumes or other nitrogen-fixing crops to improve soil nitrogen levels naturally.

[Brief Philosophical encouragement related to Natural Farming]
Transitioning to regenerative farming is not just about improving yields, but also about nurturing the land and building a sustainable future for generations to come.

[Alternative set of recipes using localized free ingredients]
1. Compost Tea: Steep 1 kg of compost in 10 liters of water for 24 hours. Dilute 1:50 before use.
2. Green Manure: Plant nitrogen-fixing cover crops between crop cycles to improve soil fertility naturally.
3. Indigenous Microorganisms (IMO-4): Prepare using local soil and IMO-3, following the recipe provided.

[Words of encouragement]
Embracing natural farming methods is a journey of learning and adaptation. By gradually reducing synthetic inputs and building soil health, you're not just growing crops, but nurturing the land for future generations. Keep observing, learning, and adapting your practices to create a thriving, sustainable farm.
</output></End Token>

This llama model was trained 2x faster with Unsloth and Huggingface's TRL library.

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