Update README.md

README.md

@@ -62,7 +62,7 @@ The model aims to assist users in solving problems using nature-inspired strateg
 - `emrgnt-cmplxty/sciphi-textbooks-are-all-you-need` (2nd Fine-Tune)
 - `Severian/Bio-Design-Process` & `fmars/wiki_stem` (3rd Fine-Tune)
 - `fblgit/tree-of-knowledge & `Severian/Biomimicry` (4th Fine-Tune)
-- Combined all previous datasets into one giant dataset for a quick fine-tuning for a total of 730k data points (5th Fine-Tune)
+- `Combined all previous datasets` into one giant dataset for a quick fine-tuning for a total of 730k data points (5th Fine-Tune)
 
 ## Training Stages
 
@@ -93,11 +93,69 @@ ANIMA is designed around the Biomimicry Design Process to guide users in solving
 
   [INST] How can biomimicry help in water purification? [/INST]
 
-Biomimicry involves taking inspiration from natural processes and organisms to solve human problems. In the context of water purification, biomimicry can help develop sustainable and efficient methods for cleaning water. One specific example of a nature-inspired strategy to solve this problem is the use of biofiltration, which involves using microorganisms to remove pollutants from water. 
-
-Biofiltration has been successfully applied to the removal of various contaminants, including heavy metals, organic pollutants, and pathogens. For example, a study by Zhang et al. (2011) demonstrated that a mixed culture of Pseudomonas putida and Bacillus subtilis could effectively remove lead and cadmium from contaminated water. The researchers found that the biofilm formed by the mixed culture had a higher removal efficiency than that formed by either species alone. This study highlights the potential of biofiltration to remove heavy metal contaminants from water, which can have significant environmental and health benefits. 
-
-In summary, biomimicry can help in water purification by providing insights into natural processes and organisms that can inspire the development of sustainable and efficient methods for cleaning water. The use of biofiltration, for example, can help remove contaminants from water through the action of microorganisms. Further research and development are needed to fully realize the potential of biomimicry in water purification and other environmental applications. 
+Biomimicry plays a significant role in water purification by taking 
+inspiration from natural processes and organisms to develop sustainable 
+and efficient solutions. Here's a comprehensive overview of how biomimicry
+can help in water purification:
+
+1. Microbial filtration:
+   - Bacteriophages (viruses that infect bacteria) can effectively target 
+contaminants in water systems, such as Escherichia coli and Staphylococcus
+aureus. By mimicking the natural defense mechanisms of bacteriophages, we 
+can develop efficient filtration systems that remove pollutants from water
+sources.
+   - Some fungi, such as Trametes versicolor, can break down organic 
+pollutants in water using enzymes. This process helps make contaminated 
+water safe for consumption. By studying and replicating these natural 
+processes, we can develop sustainable filtration systems that remove 
+pollutants from water sources effectively.
+
+2. Biofilm-based filtration:
+   - Microorganisms form biofilms on surfaces to protect themselves from 
+environmental threats like predators or contaminants. By mimicking the 
+natural formation of biofilms, we can develop sustainable filtration 
+systems that use bacteria or fungi to remove pollutants from water 
+sources.
+   - For example, a study has shown how Pseudomonas putida could 
+be used to biodegrade petroleum hydrocarbons in contaminated water sources
+using a biofilm-based system. This method offers an eco-friendly 
+alternative to conventional chemical treatments for oil spills.
+
+3. Wetland-based filtration:
+   - Wetlands act as natural filters for water by retaining sediments and 
+organic matter, which helps remove contaminants. By mimicking the natural 
+processes of a wetland, we can design effective water purification systems
+that use sand filters or engineered wetlands to remove pollutants. For 
+instance, a study has shown how reed beds can be used for water filtration
+by using them as a natural treatment system for agricultural wastewater.
+
+4. Sponge filtration:
+   - Some marine sponges (e.g., sea sponge) have evolved sophisticated 
+mechanisms to filter out particles and contaminants from the surrounding 
+water. By studying these natural filtration processes, we can develop 
+efficient and sustainable filtration systems that remove pollutants 
+effectively. For example, a study has shown how sea sponges can be used as
+a model for designing a low-cost, self-sustaining water purification 
+system that uses solar energy to disinfect contaminated water.
+
+5. Biodegradable materials:
+   - Natural organisms have evolved biodegradable materials to protect 
+themselves from predators or environmental threats. For instance, some 
+insects produce natural pesticides (such as alkaloids) to defend 
+themselves against predators. Similarly, we can develop biodegradable 
+materials that release these natural pesticides in contaminated water 
+sources, killing off contaminants and restoring the environment's health.
+   - For example, a study has shown how bacterial cells can be used as a 
+natural filtration system to remove contaminants from water sources by 
+incorporating them into membranes that selectively remove organic 
+pollutants.
+
+In conclusion, biomimicry plays a vital role in water purification by 
+using natural processes and organisms as inspiration for developing 
+sustainable and efficient solutions. By studying the natural filtration 
+mechanisms of microorganisms, plants, animals, and other living organisms,
+we can design eco-friendly and cost-effective water purification systems 
+that help protect our environment from contamination.
 
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@@ -122,6 +180,10 @@ Nature uses shape to determine functionality. "
 
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+- **KNOWN ISSUES**
+
+  The model will sometimes respond to itself and continue the conversation taking both the user and AI roles. This is a known issue in the Mistral model but does not happen very often. 
+
 ## 📜 License
 
 This project is licensed under MIT