Security by architecture, not audit.
Fully air-gapped — inference, fine-tuning, and agents run on your infrastructure. Nothing leaves the perimeter. Your compliance team sets the rules.
Zero Data Egress
Inference, fine-tuning, and knowledge retrieval all execute inside your network. No prompts, documents, or outputs leave your infrastructure — to 4MINDS or any cloud provider.
Fully Air-Gapped
Inference, fine-tuning, and agents run with zero outbound network dependencies. Nothing leaves the perimeter — not data, not queries, not model updates. No cloud dependency at any layer. Designed for classified and restricted-network environments.
Your Data Trains Your Model
Ghost Weights continuously fine-tunes the model on your enterprise patterns — on your compute, inside your perimeter. Your data does not train any shared model, anywhere.
You Own the Compliance Posture
4MINDS is the infrastructure. Your security team defines what data the model accesses, what governance policies apply, and what audit logs to generate. We give you the architecture — you run the compliance program.
Regulatory Architecture
Your team controls the compliance posture.
Fully air-gapped deployment means your team controls the compliance environment. Inference sovereignty means the model runs in your environment — not a vendor's cloud. The frameworks below are what regulated enterprises need to satisfy — 4MINDS architecture is designed to support them.
On-prem inference means PHI never reaches a third-party API. No BAA gap — the prompt stays inside your network.
EU data protection and AI regulation. On-prem deployment means personal data stays within your controlled infrastructure with no cross-border transfers.
Defense and export-controlled data. Air-gapped deployment with zero external dependencies — no outbound calls during inference.
Financial services recordkeeping. Inference logs stay on your infrastructure under your retention and e-discovery controls.
Architecture-level controls
No public endpoints
The inference layer binds to internal network interfaces only. There is nothing to scan, no public IP to enumerate.
Zero external calls during inference
Model weights, retrieval indexes, and orchestration all run locally. A prompt never leaves your network boundary.
Your infrastructure, your keys
Encryption keys, secrets, and credentials remain under your control. 4MINDS has no access to your deployment.
Ghost Weights version control
Every model update is versioned, eval-gated, and atomically swapped. Rollback to any prior version without retraining.
Full audit trail
Every inference request is logged with model version, timestamp, and optional request hash. Logs stay on your infrastructure.
Air-gap capable
Model weights are delivered offline. No connectivity is required after initial deployment. Classified enclave deployments supported.
By industry
Healthcare
PHI stays on your network. On-prem deployment means patient data never transits to an external inference provider. Your compliance team controls the infrastructure.
- →Inference runs inside your network perimeter — PHI never leaves
- →No BAA gap: data doesn't reach a third-party inference layer
- →EHR integration via FHIR/HL7 inside the network boundary
- →Full audit trail of every inference request, on your infrastructure
Financial Services
AI-assisted analysis and reporting that satisfies recordkeeping requirements. Every inference is logged with model version and timestamp — inside your infrastructure.
- →Model version audit trail for every output — SOX-defensible
- →MiFID II recordkeeping: prompt logs on your infrastructure, not a vendor's
- →Ghost Weights versioning: know exactly which model produced which output
- →No data crossing to US-headquartered cloud infrastructure
Defense & Government
Air-gapped Kubernetes with zero external connectivity. No telemetry, no call-home, no public endpoints. Deploy in classified enclaves with on-site support available.
- →Zero external API calls — air-gapped by architecture
- →No internet connectivity required at any layer
- →Private container registry support
- →On-site deployment and integration available
Legal & Professional Services
Client-privileged work product stays inside your firm's infrastructure. No inference provider in the chain means no third-party exposure of privileged communications.
- →Matter data stays inside firm infrastructure
- →No third-party inference provider in the privilege chain
- →Document review and summarization on your data
- →Audit trail aligned with matter management requirements
Bring your compliance team
Technical demos can include your security and compliance team. We'll walk through deployment architecture, data flow, and answer specific regulatory questions.