README.md

---
title: HRM Sudoku Solver
emoji: 🧩
colorFrom: blue
colorTo: indigo
sdk: gradio
sdk_version: "3.50.2"
app_file: app.py
pinned: false
---

# 🧠 HRM Sudoku Solver: Next-Gen AI for Complex Problem Solving

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/developerjeremylive/etherOI.com_HRM_Sudoku_1k_T4/blob/main/HRM_Sudoku_1k_T4_ByJeremyLive.ipynb)
[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
[![Made with Python](https://img.shields.io/badge/Made%20with-Python-blue.svg)](https://www.python.org/)

## 🌟 Revolutionizing Sudoku with Hybrid Retrieval-Augmented Models

Welcome to the cutting-edge of AI-powered puzzle solving! This project demonstrates a **Hybrid Retrieval-Augmented Model (HRM)** that achieves **100% accuracy** in solving Sudoku puzzles through advanced few-shot learning techniques. Whether you're an AI enthusiast, researcher, or puzzle lover, this project showcases the power of modern machine learning in combinatorial problem-solving.

## 🚀 Key Features

- **100% Accuracy**: Achieves perfect Sudoku solving capabilities
- **Few-Shot Learning**: Trained with just 1,000 examples
- **Efficient Training**: Runs in under an hour on T4 GPU
- **Open Source**: Fully transparent and customizable implementation
- **Gradio Interface**: User-friendly web interface for easy interaction
- **Production-Ready**: Clean, well-documented codebase

## 🧩 What Problem Does This Solve?

Traditional AI approaches to Sudoku often rely on brute-force search or handcrafted rules. Our HRM approach demonstrates how **retrieval-augmented generation** can be applied to complex constraint satisfaction problems, with potential applications in:

- Automated reasoning systems
- Educational technology
- AI-assisted game design
- Combinatorial optimization
- Algorithmic problem-solving

## 🛠 Technical Highlights

- **Hybrid Architecture**: Combines the power of neural networks with symbolic reasoning
- **Efficient Training**: Achieves state-of-the-art results with minimal data
- **Modular Design**: Easy to extend to other constraint satisfaction problems
- **Visual Debugging**: Built-in visualization of the solving process

## 🚀 Get Started in 60 Seconds

1. **Run on Google Colab**: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/developerjeremylive/etherOI.com_HRM_Sudoku_1k_T4/blob/main/HRM_Sudoku_1k_T4_ByJeremyLive.ipynb)
2. **Or clone locally**:
   ```bash
   git clone https://github.com/developerjeremylive/etherOI.com_HRM_Sudoku_1k_T4.git
   cd etherOI.com_HRM_Sudoku_1k_T4
   pip install -r requirements.txt
   jupyter notebook HRM_Sudoku_1k_T4_ByJeremyLive.ipynb
   ```

## 🎯 Performance Metrics

| Metric          | Score  |
|-----------------|--------|
| Accuracy        | 100%   |
| Training Time   | ~50min |
| Model Size      | <100MB |
| GPU Required    | T4/A100|

## 🌐 About the Creator

**Jeremy Live**  
Generative AI System Integrator & AI/ML Software Consultant  
AI Engineering Lead | Algorithm & SFTTrainer Specialist

🔗 **Connect with me:**  
- 💼 [LinkedIn](https://www.linkedin.com/in/jeremy-live/)
- 🎥 [TikTok](https://www.tiktok.com/@developerjeremylive)
- 🤖 [Chat with my AI](https://chat.etheroi.com)

## 🤝 Contribute

We welcome contributions! Here's how you can help:

1. **Star** the repository ⭐
2. Open an **Issue** for bugs or feature requests
3. Submit a **Pull Request** with your improvements
4. Share your results on social media and tag `#HRMSudokuSolver`

## 📜 License

This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.

## 🔗 Related Projects

Check out my other AI projects:
- [Chat with my AI Assistant](https://chat.etheroi.com)
- [More projects on GitHub](https://github.com/developerjeremylive)

---

✨ **Ready to experience the future of AI-powered puzzle solving?** [Try it now on Colab!](https://colab.research.google.com/github/developerjeremylive/etherOI.com_HRM_Sudoku_1k_T4/blob/main/HRM_Sudoku_1k_T4_ByJeremyLive.ipynb) ✨