Air-Gapped | Zero Cloud | Runs on Jetson AGX Orin

Train AI on your data. On your hardware. No cloud required.

AriaOS: Forge is a sovereign domain-specific model training pipeline. Fine-tune open-weight models on classified, proprietary, or sensitive data entirely on-premises.

Live Dashboard

AriaOS: Forge dashboard showing sovereign model training pipeline

AriaOS: Forge — Sovereign domain model training pipeline

The Problem

Every organization with classified infrastructure, sensitive codebases, or air-gapped networks faces the same problem: they need AI trained on their data, but cannot send that data to any cloud provider. AriaOS: Forge solves this. Fine-tune on your documentation, your tickets, your codebase — on hardware you control, in a network you own.

Four-Stage Pipeline

AriaOS: Forge four-stage pipeline — Collect domain data, Prepare into training format, Train with LoRA fp16 on Jetson, Deploy via Ollama

Validated Results — April 2026

First complete training run on NVIDIA Jetson AGX Orin 64GB. No cloud. No external API. Zero data exfiltration.

623 Training samples (620 SO Q&A + 5 doc pages)
~10h Full pipeline — collect → prepare → train → deploy
Deployed ariaos-forge:latest running in Ollama — 5.8GB

A/B Comparison vs Base Model

ariaos-forge:latest vs qwen2.5-coder:7b (base, untuned) on identical prompts:

Model Quality Score Tokens/sec Time to First Token Result
ariaos-forge:latest 80/100 19.7 tok/s 4,467ms WINNER
qwen2.5-coder:7b (base) 60/100 10.3 tok/s 29,853ms

Note: Quality scoring via PraetorianMind Model A/B Compare — automated heuristic evaluation. Factual accuracy requires human domain review. Speed advantage reflects 3B vs 7B parameter count difference.

The ResilientMind Agent monitored the entire training run autonomously — detecting failures within 9 seconds, diagnosing root cause, and suggesting fixes without human intervention.

Use Cases

  • Classified codebase assistant

    Train on classified source code to provide context-aware code completion and review.

  • Internal documentation Q&A

    Turn internal knowledge bases into an AI assistant that answers questions accurately.

  • Domain-specific technical support

    Fine-tune on support tickets and resolution histories for automated tier-1 support.

  • Proprietary process automation

    Train models to understand and execute organization-specific workflows and procedures.

  • Field operator decision support

    Deploy trained models to edge devices for real-time decision support in disconnected environments.

Purpose-built for cleared environments

DoD contractors, IC agencies, and federal programs with classified development environments cannot use commercial cloud AI. AriaOS: Forge provides a compliant, auditable, sovereign alternative.

  • Data never leaves your network.
  • Training is fully auditable via AriaOS.
  • Model weights remain under your control.
  • Deployment requires no external connectivity.

Ready to deploy sovereign model training?

Discuss Federal Deployment →