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| title: NGMI Systems |
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| # NGMI Systems — Infrastructure for Unbounded AI |
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| **[ngmi.run](https://ngmi.run)** — The backbone for a generation of AI applications, VPN solutions, and open infrastructure. |
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| ## What We Build |
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| ### AI Models |
| Open-weight, abliterated (uncensored) language models quantized from 2 to 5 bits. Every model is built on real hardware, not cloud rounding. No API keys, no content filters. |
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| ### Orchestrator / Harness |
| A self-hosted AI orchestrator that routes prompts across models, providers, and quant levels. Token compression, multi-model chains, and tool integration — all running on your own metal. |
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| ### NGMI VPN |
| A purpose-built VPN for AI workloads. Built-in token compression reduces API costs by 30-50% on streaming. Makes affordable AI accessible from anywhere. |
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| ### Data Applications |
| Scraping, extraction, vector search, and knowledge bases — the data layer beneath every AI application. |
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| ## Democratizing AI |
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| - **No API keys required** — Run our models on your own hardware |
| - **No censorship** — Hereic-abliterated, refusal-free models |
| - **No cloud dependency** — Everything self-hostable |
| - **Affordable access** — Token compression, extreme quantization |
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| ## Current Models |
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| | Model | Size | Speed | Refusals | |
| |-------|------|-------|----------| |
| | [2-Bit](https://huggingface.co/NGMISystems/NGMI-Qwen3-8B-2Bit-Heretic) | 2.0 GB | 95 t/s | 18/100 | |
| | [3-Bit](https://huggingface.co/NGMISystems/NGMI-Qwen3-8B-3Bit-Heretic) | 3.1 GB | 58 t/s | 18/100 | |
| | [5-Bit](https://huggingface.co/NGMISystems/NGMI-Qwen3-8B-5Bit-Heretic) | 4.8 GB | 42 t/s | 18/100 | |
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| ## Coming Soon |
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| - **Gemma-4-12B** heretic incoming |
| - **NGMI Orchestrator** public release |
| - **NGMI VPN** beta access |
| - **Fine-tuned domain models** |
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| *AI for everyone. No exceptions.* |
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