GENCITY is engineered from the ground up with a zero data leakage architecture. Security is not a feature — it is the structural foundation of the platform. No raw data leaves the local environment. Ever.
The GENCITY architecture eliminates the possibility of raw data egress by design — not by configuration. There is no code path, API endpoint, or operational mode that transmits unprocessed sensitive data outside the local environment.
Anonymization occurs at the hardware layer — before data reaches any software-accessible memory space. This prevents bypass via application-level vulnerabilities, misconfiguration, or privileged access escalation.
The only data that crosses the local-to-cloud boundary is anonymized telemetry and policy metadata. Raw sensor data, PII, PHI, and classified content remain within the operator's physical environment at all times.
Integration with Azure Active Directory and enterprise identity providers. Role-based access control governs who can manage nodes, deploy models, and access telemetry. Multi-factor authentication is enforced for all administrative operations.
Every component — edge nodes, orchestration services, Azure control plane — operates under zero trust principles. No implicit trust between layers. Every request is authenticated, authorized, and audited. Network segmentation enforces blast radius containment.
Cryptographic keys are generated and stored in hardware security modules (HSMs) at each edge node. Key material never leaves the local environment. Azure Key Vault manages control-plane keys — but operational encryption keys remain sovereign.
Complete audit logs capture all administrative actions, model deployments, policy changes, and data access events. Logs are stored locally and can be exported to enterprise SIEM systems for compliance reporting without exposing operational data.
Over-the-air updates are cryptographically signed and verified before installation. Updates are delivered through Azure's secure distribution pipeline with rollback capability. Node integrity is re-attested after every update cycle.
All inference, classification, analysis, and model evaluation involving sensitive data occurs exclusively on local edge nodes. The architecture provides no mechanism — intentional or accidental — for raw data to reach cloud infrastructure.
GENCITY's architecture aligns with the operational requirements of major regulatory and compliance frameworks.
PHI remains on-premises. No cloud data exposure.
Azure control plane operates within FedRAMP boundaries.
Data residency enforced at infrastructure level.
Classified data processed within sovereign perimeter.