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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

Coming Soon

• 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.