ngmi-systems-org

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

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)

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AI for everyone. No exceptions.