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NGMI Systems — Infrastructure for Unbounded AI
ngmi.run — The backbone for a generation of AI applications, VPN solutions, and open infrastructure.
What We Build
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.
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.
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.
Data Applications
Scraping, extraction, vector search, and knowledge bases — the data layer beneath every AI application.
Democratizing AI
- 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
Current Models
| Model | Size | Speed | Refusals |
|---|---|---|---|
| 2-Bit | 2.0 GB | 95 t/s | 18/100 |
| 3-Bit | 3.1 GB | 58 t/s | 18/100 |
| 5-Bit | 4.8 GB | 42 t/s | 18/100 |
Coming Soon
- Gemma-4-12B heretic incoming
- NGMI Orchestrator public release
- NGMI VPN beta access
- Fine-tuned domain models
AI for everyone. No exceptions.