Air-Gapped AI Systems

AI Infrastructure

Air-Gapped AI Systems

AI deployment with zero internet connectivity for classified and high-security environments.

AI Without a Network Connection

Some environments cannot tolerate any network connectivity to the outside world. SCIFs, classified networks, defense installations, nuclear facilities, and certain financial trading systems operate under strict air-gap requirements. Deploying AI in these environments requires a fundamentally different approach: every dependency, every model weight, and every software package must be transferred via approved physical media and validated before installation.

Complete Network Isolation

No ethernet, no WiFi, no Bluetooth, no cellular. The system operates on a physically isolated network with no path to the internet. Data diodes or cross-domain solutions handle any necessary transfers.

SCIF-Compatible Deployment

Designed for Sensitive Compartmented Information Facilities. Hardware meets TEMPEST emanation standards. Software undergoes security review before crossing the air gap via approved transfer procedures.

Offline Model Serving

All model weights, tokenizers, configuration files, and inference dependencies packaged for offline installation. No pip install, no Docker pull, no package manager calls at runtime.

Validated Software Supply Chain

Every binary, library, and model file has verified checksums and provenance documentation. SBOM (Software Bill of Materials) generated for compliance review before transfer across the air gap.

Air-Gap Deployment Process

1

Package

Offline bundle with all dependencies

2

Validate

Security review and checksum verification

3

Transfer

Approved media across air gap

4

Install

Offline deployment on isolated hardware

5

Verify

Functional testing in target environment

Air-Gapped AI Architecture

ISOLATED NETWORKNo InternetPhysical SecurityAccess ControlAI STACKLocal LLMEmbedding EngineRAGDATA LAYEREncrypted StorageAudit LogsKey ManagementUPDATE PATHSecure TransferSigned PackagesRollback

Technical Architecture

Air-gapped AI deployment eliminates assumptions that standard deployments take for granted. There is no package manager, no container registry, no model hub, and no telemetry endpoint. Every component must be self-contained.

Offline container images. Docker images exported as tar archives with all layers included. Container runtime (containerd or Podman) pre-installed on the target system. No image pulls at startup. The full inference stack, including vLLM or llama.cpp, the model weights, and the API layer, ships as a single importable archive.

Model weight transfer. Large language models range from 4 GB (7B quantized) to 800 GB (405B full precision). Transfer via encrypted external drives following your organization's data transfer procedures. Checksums verified on both sides of the air gap to ensure integrity.

Update procedures. Model updates and software patches follow the same transfer protocol. We design the system for modular updates so a model swap does not require reinstalling the entire stack. Rollback capability ensures you can revert to the previous version if validation fails.

Compliance and Certification

Air-gapped AI systems typically operate under strict regulatory frameworks. We design for compliance from day one rather than retrofitting security controls after deployment.

ITAR (International Traffic in Arms Regulations). Defense-related AI workloads that cannot be exposed to foreign nationals or foreign servers. U.S.-person-only development anddeployment teams with full access control documentation.

FedRAMP High / IL4-IL6. Federal information systems requiring high-impact security controls. Air-gapped deployment satisfies the most stringent isolation requirements in the FedRAMP framework and DoD Impact Levels.

NIST 800-171 / CMMC Level 3. Controlled Unclassified Information protection for defense contractors. Air-gapped AI eliminates entire categories of NIST controls related to network security and data transmission.

Who This Is For

Air-gapped AI is for organizations where the consequence of data exposure is measured in national security risk, not business cost. Defense contractors, intelligence agencies, nuclear facilities, and any operation processing classified or ITAR-controlled data.

Contact us at ben@oakenai.tech

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