Sovereign ML
SMLA — Sovereign Machine Learning Architecture
AI that stays within your borders. Always.
The Sovereign Machine Learning Architecture (SMLA) is the core inference engine of the GreenRide Vienna AI Platform. Unlike cloud-dependent AI systems, SMLA is designed from the ground up to run entirely within operator-controlled infrastructure — whether that's a city data center, a regional sovereign cloud, or an air-gapped secure environment.
SMLA supports federated learning across multiple fleet operators without exposing individual datasets. Models are trained locally and only gradient updates — never raw data — are shared between nodes.
Federated Learning Architecture
Operator A
Operator B
Operator C
↓ gradients↓ gradients↓ gradients
SMLA Global Model
No raw data ever shared
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Federated Learning✓
Operator-controlled inference✓
Explainable Outputs✓
Air-Gap Compatible✓
GDPR Native✓
EU AI Act Ready