theBOrg32/Khaliji_qwen_mobile_version

Khaliji_Qwen-3.5-GGUF: Khaliji Dialect LLM for Edge & Mobile

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🌟 Introduction

Run Khaliji Dialect AI anywhere — on your phone, tablet, or edge device.

We are proud to present Khaliji_Qwen-3.5-GGUF, the quantized, portable version of the first Large Language Model fine-tuned specifically for the Khaliji Arabic Dialect.

Built on Qwen 3.5 and converted to the GGUF format, this model brings authentic Khaliji Arabic understanding to resource-constrained environments — no cloud required, no data leaving your device.

🚀 Key Features

• 🗣️ Native Khaliji Dialect: Trained on colloquial Khaliji data, not just Modern Standard Arabic.
• 📱 PocketPal Ready: Optimized for seamless integration with PocketPal APK on Android.
• ⚡ Efficient Inference: Powered by llama.cpp backend for fast, low-memory CPU execution.
• 🔓 Open & Shareable: CC-BY-SA-4.0 licensed to foster community growth.

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📱 How to Run on Mobile with PocketPal APK

A step-by-step walkthrough will be uploaded here shortly showing:

1. Downloading PocketPal APK from the official source
2. Importing the Khaliji_Qwen-3.5-GGUF model file
3. Configuring context length, temperature, and system prompt for Khaliji dialect
4. Starting your first offline conversation in Khaliji Arabic

Check the Video on how to run it on your smartphone

Quick Setup Guide (Text)

1. Install PocketPal APK on your Android device.
2. Download this model from the Files tab many version are available.
3. Open PocketPal → Models → "+" → Load Model from local → Select the downloaded .gguf file.
4. Start chatting fully offline, fully Khaliji.

⚠️ Ensure your device has at least 8GB RAM for Q4 quantizations. Close background apps for best performance.

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⚖️ License & Commercial Use

We believe in open, shareable AI. This model is released under CC-BY-SA-4.0 to ensure derivatives remain open and community-driven.

✅ You Can:

• Use, modify, and distribute this model in open-source projects (with attribution).
• Use it commercially if your derivative work remains open-source under CC-BY-SA-4.0.

🔒 For Closed-Source / Proprietary Use:

If you plan to integrate this model (or a fine-tuned version) into a closed product, please contact us first:

📧 Licensing Inquiries: info2@the-borg.ru

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🙏 Credits & Acknowledgments

This project stands on the shoulders of incredible open-source work:

• 🧠 Base Model: Qwen 3.5 by Alibaba Cloud
• ⚙️ GGUF Conversion & Runtime: llama.cpp
• 📱 Mobile Integration Reference: PocketPal APK
• 🛠️ Fine-Tuning & Alignment: The Borg Organization
• 📚 Dataset: Curated Khaliji Dialect Corpus

Citation

If you use Khaliji_Qwen-3.5-GGUF in your work, please cite:

@misc{Khaliji_qwen_gguf_2026,
  title={Khaliji_Qwen-3.5-GGUF: Portable Khaliji Dialect Large Language Model},
  author={The Borg Organization},
  year={2026},
  howpublished={\url{https://huggingface.co/theBOrg32/Khaliji_qwen_mobile_version}},
  license={CC-BY-SA-4.0}
}