Private AI coding infrastructure Defence and critical industries

Your AI coding agent. Anywhere. Even completely offline.

Bring the capabilities of AI-assisted software development to air-gapped, restricted and forward-deployed engineering environments.

A dedicated Mac mini runs an open-weight coding LLM locally, while engineers work from their own laptops using familiar development tools.

  • Runs an open-weight coding model on a dedicated Mac mini
  • Engineers work from their own laptop
  • No internet. No cloud API. No project data intentionally stored on the AI server.
A laptop showing a code editor, connected by a short cable to a small silver desktop computer, both resting on a rugged equipment case.
Direct cable. No cloud path.

Designed for environments where the cloud is not an option

Defence engineering

Develop and maintain software inside restricted networks and operational facilities.

Forward deployment

Bring an AI coding assistant to remote sites, field deployments and mobile engineering teams.

Critical infrastructure

Support industrial automation, energy, transportation and other restricted operational environments.

Sensitive development

Keep model inference local without transferring proprietary source code to external AI providers.

Architecture

How it works

The engineer's laptop holds the project files and runs the coding agent. The Mac mini provides local AI inference through a dedicated Thunderbolt network connection. Code changes and tests execute on the laptop.

Engineer's laptop

Project files, the coding agent and tests. VS Code, or a compatible editor.

Mac mini

Headless. Ollama serves an open-weight coding model. No project store by design.

  1. 01

    Connect

    The engineer connects a MacBook to the headless Mac mini using a Thunderbolt USB-C cable.

  2. 02

    Request

    The AI coding agent sends model requests directly to the Mac mini. The Mac mini hosts the open-weight coding model using Ollama and returns responses.

  3. 03

    Edit and test

    The agent can inspect the project, propose modifications, edit files and execute tests with the engineer's approval. That work stays on the laptop.

  4. 04

    Stay offline

    After initial provisioning, the system operates without an internet connection.

Controls

Security by architecture

  • No cloud inference or external AI API dependency
  • Source code remains on the engineer's laptop
  • No persistent project or conversation storage on the Mac mini by design
  • Headless operation with preconfigured connectivity

Commercial offer

Simple deployment. Predictable pricing.

The entry package is one AI server and one engineering workstation. That boundary is fixed so a larger rollout is quoted as a larger system, not absorbed into this price.

One-time system deployment

$5,000 USD

per setup

  • Initial installation and model deployment
  • Agent configuration and direct laptop connectivity
  • Offline validation
  • Technical documentation and engineer onboarding

Annual software and support licence

$2,000 USD

per year

  • Maintained configuration
  • Compatible software updates
  • Support
  • Offline update procedures under agreed service terms

Included in this price

One AI server and one engineer. Hardware is purchased separately.

Quoted separately

Additional users, further AI servers, bespoke security hardening, accreditation activities and on-site travel.

Demonstration

Bring AI-assisted engineering into restricted environments

Enable engineers to build, debug and maintain software without relying on external connectivity or cloud-hosted AI services.

  • Private.
  • Portable.
  • Offline by design.
Confirm we may contact you.

Or email info@vm-consulting.fr. Do not include source code.