---
title: Advanced Reasoning System 🧠
emoji: 🧠
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: 4.16.0
app_file: app.py
pinned: false
license: mit
---

# Advanced Reasoning System 🧠

A sophisticated reasoning system that combines multiple strategies with local LLM capabilities for improved performance.

## Features

- **Local LLM Integration**: Uses Llama 3.2B Overthinker model for fast, local inference
- **Multiple Reasoning Strategies**: 
  - Chain of Thought
  - Tree of Thoughts
  - Meta Learning
  - Recursive Reasoning
  - Analogical Reasoning
  - And more!
- **Adaptive Strategy Selection**: Dynamically chooses the best reasoning approach
- **GPU/CPU Flexibility**: Automatically uses GPU when available, falls back to CPU
- **Efficient Resource Usage**: Optimized for performance with configurable parameters

## Technical Details

- **Model**: tensorblock/Llama-3.2-3B-Overthinker-GGUF
- **Framework**: Gradio 4.16.0
- **Backend**: Python with async support
- **Inference**: Local using llama-cpp-python

## Usage

1. The system will automatically download the model on first run
2. GPU acceleration is used when available
3. Ask questions and get detailed, step-by-step responses
4. System adapts its reasoning strategy based on the query

## Example Questions

- What are the implications of artificial intelligence on society?
- How does climate change affect global ecosystems?
- What are the philosophical implications of quantum mechanics?

## Installation

```bash
pip install -r requirements.txt
python app.py
```

## Environment Variables

Create a `.env` file with:
```
HUGGINGFACE_TOKEN=your_token_here
DEBUG_MODE=False
LOG_LEVEL=INFO
```

## License

MIT License

## Files
- `app.py`: Main application with Gradio interface and API integration
- `requirements.txt`: Project dependencies
- `.env.example`: Example environment variables (for reference)

## Dependencies
- gradio==4.16.0
- requests==2.31.0

---
Created with ❤️ using Gradio and Hugging Face