Sovereign AI Data Boundary & Weight Leakage Simulator

Enterprise Data Asset

Sovereign Air-Gapped Compute

Commercial Cloud API (Closed Weights)

Boundary Incursion / Weight Risk

Selected Node: Proprietary IP & Technical Schematics

Type: Data Asset

Sensitivity: 95% (Critical)

Volume: 450 GB/mo

Boundary: Crosses Cloud Perimeter

Weight Absorption Risk High (68%) 68% sensitive data weight risk

Tenant Bleed Probability 48% Multi-tenant context retention

Airgap Isolation Ratio 35% Protected local endpoints

Cloud Dependency Cost $14,200/mo Closed model API rental

Sovereign Autonomy Score 42 / 100

Enforce Local Weights Only Reroute all critical IP data to air-gapped sovereign LLM

Differential Privacy Noise (ε) 0.5 ε

Local Vector RAG Isolation Sanitize document embeddings before cloud traversal

Fine-Tuning Weight Masking Prevent parameter updates on third-party cloud compute