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, no one telling you what you can ask.
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. No vendor lock-in.
NGMI VPN
A purpose-built VPN service designed for AI workloads. Built-in token compression reduces API costs by 30-50% on streaming responses. Routes traffic through optimized paths while preserving privacy. Makes affordable AI accessible from anywhere.
Data Applications
Scraping, extraction, vector search, and knowledge bases — the data layer beneath every AI application. Real-time Reddit ingestion, ClickHouse analytics, medical imaging pipelines.
Democratizing AI
The AI industry is consolidating behind paywalls, content filters, and corporate APIs. We build the alternative:
- 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, optimized inference
Our Stack
| Layer | Technology |
|---|---|
| Models | Qwen, Gemma, PrismML ternary — abliterated + quantized |
| Inference | llama.cpp CUDA, ONNX Runtime |
| Orchestration | C++/Java/C# harness, WebSocket streaming |
| Data | ClickHouse, Parquet, custom scrapers |
| Infrastructure | NVIDIA DGX (GB10), Tailscale mesh, Contabo VPS |
| VPN | Custom WG-based, token compression layer |
Current Models
- NGMI-Qwen3-8B-2Bit-Heretic — 2.0GB, 95 tok/s
- NGMI-Qwen3-8B-3Bit-Heretic — 3.1GB, 58 tok/s
- NGMI-Qwen3-8B-5Bit-Heretic — 4.8GB, 42 tok/s
Coming Soon
- Gemma-4-12B heretified
- NGMI Orchestrator public release
- NGMI VPN beta access
- Fine-tuned domain models (code, medical, creative)
AI for everyone. No exceptions.