README.md

---
base_model: unsloth/llama-3.2-3b-instruct-bnb-4bit
tags:
- text-generation-inference
- transformers
- unsloth
- llama
- trl
license: apache-2.0
language:
- en
library_name: transformers
---
![LlamacmCOT](./image(1).webp)
# Uploaded Model

- **Developed by:** Daemontatox  
- **License:** apache-2.0  
- **Finetuned from:** unsloth/llama-3.2-3b-instruct-bnb-4bit  
- **Supported by:** Critical Future  

## Overview  

This advanced LLaMA-based model has been fine-tuned to deliver exceptional performance in text-generation tasks. It integrates powerful optimizations provided by [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library to ensure efficient training and inference.  

Critical Future, a leader in AI innovation, collaborated on this project to maximize the model's potential for real-world applications, emphasizing scalability, speed, and accuracy.  

## Key Features  

- **Fast Training:** Trained 2x faster using Unsloth’s cutting-edge framework.  
- **Low Resource Requirements:** Optimized with bnb-4bit quantization for reduced memory consumption.  
- **Versatility:** Tailored for diverse text-generation scenarios.  

## Applications  

This model is ideal for:  
- Conversational AI  
- Content generation  
- Instructional and reasoning-based tasks  
- Cognitive AI systems  



## Acknowledgments  

This model was developed with the expertise of Daemontatox and the support of Critical Future, whose mission is to pioneer the future of AI-driven solutions. Special thanks to the Unsloth team for their groundbreaking contributions to AI optimization.