Defence engineering
Develop and maintain software inside restricted networks and operational facilities.
Private AI coding infrastructure Defence and critical industries
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.
Develop and maintain software inside restricted networks and operational facilities.
Bring an AI coding assistant to remote sites, field deployments and mobile engineering teams.
Support industrial automation, energy, transportation and other restricted operational environments.
Keep model inference local without transferring proprietary source code to external AI providers.
Architecture
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.
Project files, the coding agent and tests. VS Code, or a compatible editor.
Headless. Ollama serves an open-weight coding model. No project store by design.
The engineer connects a MacBook to the headless Mac mini using a Thunderbolt USB-C cable.
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.
The agent can inspect the project, propose modifications, edit files and execute tests with the engineer's approval. That work stays on the laptop.
After initial provisioning, the system operates without an internet connection.
Controls
Commercial offer
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
Annual software and support licence
$2,000 USD
per year
One AI server and one engineer. Hardware is purchased separately.
Additional users, further AI servers, bespoke security hardening, accreditation activities and on-site travel.
Demonstration
Enable engineers to build, debug and maintain software without relying on external connectivity or cloud-hosted AI services.