---
base_model:
- saishshinde15/TBH.AI_Base_Reasoning
tags:
- text-generation
- transformers
- causal-lm
- reasoning
- sft
- gguf
license: apache-2.0
language:
- en
---

# **TBH.AI Vortex Reasoning (GGUF)**  

- **Model Name:** `saishshinde15/TBH.AI_Vortex_Reasoning_GGUF`  
- **Developed by:** TBH.AI
- **License:** Apache 2.0  
- **Fine-tuned from:** [TBH.AI_Base_Reasoning](https://huggingface.co/saishshinde15/TBH.AI_Base_Reasoning)  
- **Available in:** **16-bit and 4-bit GGUF formats**  

---

## **Overview**  

TethysAI Vortex Reasoning is an **experimental model** designed to replicate the **advanced reasoning** abilities of **TBH.AI_Base_Reasoning**, which was originally enhanced using **GRPO**. Instead of GRPO, this model was fine-tuned with **high-quality structured data** using **high-end Supervised Fine-Tuning (SFT)** to replicate the step-by-step **thinking and self-questioning** mechanisms seen in models like **DeepSeek-R1**.  

This model has been optimized for **efficient inference in GGUF format**, allowing for **deployment on CPU-based systems** and **lightweight edge devices** without sacrificing reasoning capabilities.  

---

## **Why This Model Stands Out**  

🔹 **Advanced Self-Reasoning:**  
- The model **questions itself** internally before arriving at an answer.  
- Similar to **DeepSeek-R1**, it follows a **structured reasoning process**.  
- Uses **<think>** and **<answer>** tokens internally, though they may not always be explicitly visible in responses.  

🔹 **No GRPO, Only High-End SFT:**  
- Instead of **GRPO**, the model **learns structured reasoning directly** from fine-tuned data.  
- **Demonstrates logical breakdowns, multi-step problem-solving, and contextual understanding.**  
- Achieves results **comparable** to the base model without reinforcement learning.  

🔹 **Optimized for GGUF Inference:**  
- Available in **both 16-bit and 4-bit GGUF**, enabling **fast and memory-efficient execution** on **CPUs**.  
- Ideal for **on-device deployment**, including **edge computing, embedded AI, and AI assistants.**  

---

## **Usage**  

# Use the below prompt for the best results:
```python
You are an advanced AI assistant. Provide answers in a clear, step-by-step manner.

```