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title: README
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<p align="center">
<img src="https://huggingface.co/spaces/Monadd-AI/README/resolve/main/banner.png" alt="monaddLLM — Run Cloud-Scale AI on Your Desktop" width="100%">
</p>
# Monadd AI
**monaddLLM** is a quality-preserving, storage-backed inference engine. It runs frontier-scale models — 230 billion to 2.8 trillion parameters — at 8-bit / native precision on ordinary PCs and edge servers, with no quality loss and practical generation speeds.
## Models
Models in this organization are published in the `.monadd` format for monaddLLM:
| Model | Base | Total parameters | Activated parameters | Precision |
|---|---|---|---|---|
| [Kimi-K2.6-MONADD](https://huggingface.co/Monadd-AI/Kimi-K2.6-MONADD) | [moonshotai/Kimi-K2.6](https://huggingface.co/moonshotai/Kimi-K2.6) | 1.03T | 32B | Q8_0 |
| [GLM-5.1-MONADD](https://huggingface.co/Monadd-AI/GLM-5.1-MONADD) | [zai-org/GLM-5.1](https://huggingface.co/zai-org/GLM-5.1) | 754B | 40B | Q8_0 |
| [DeepSeek-V3.1-Terminus-MONADD](https://huggingface.co/Monadd-AI/DeepSeek-V3.1-Terminus-MONADD) | [deepseek-ai/DeepSeek-V3.1-Terminus](https://huggingface.co/deepseek-ai/DeepSeek-V3.1-Terminus) | 685B | 37B | Q8_0 |
| [Qwen3-235B-A22B-MONADD](https://huggingface.co/Monadd-AI/Qwen3-235B-A22B-MONADD) | [Qwen/Qwen3-235B-A22B](https://huggingface.co/Qwen/Qwen3-235B-A22B) | 235B | 22B | Q8_0 |
| [MiniMax-M2.5-MONADD](https://huggingface.co/Monadd-AI/MiniMax-M2.5-MONADD) | [MiniMaxAI/MiniMax-M2.5](https://huggingface.co/MiniMaxAI/MiniMax-M2.5) | 229B | 10B | Q8_0 |
Each model inherits the license of its base model. The `.monadd` packaging is by Monadd AI.
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