Federated Intelligence, Differential Privacy, and Sovereign AI Governance.
PSAS Groups enables collaborative AI model training without centralizing sensitive raw data. Hospitals, banks, and sovereign states train frontier models together while keeping raw data on-device.
Interactive Federated Model Aggregation Simulator
Experience zero-data-sharing federated gradient averaging across sovereign edge nodes.
Production APIs. Native SDKs.
Drop PSAS GROUPS into your enterprise stack in minutes with complete client library support.
curl -X POST "https://api.psasgroups.si/v1/federated/round/participate" \
-H "Authorization: Bearer fl_live_node9981..." \
-H "Content-Type: application/json" \
-d '{
"cluster_id": "eu-health-federation-04",
"epoch": 42,
"encrypted_gradient_uri": "ipfs://bafybeihd...",
"differential_privacy_epsilon": 0.08
}'
Engineered for Sovereign Zero-Trust Scale
Every module built with mathematical precision, audited compliance, and microsecond performance.
100% On-Premise Data Localization
Raw confidential records, patient MRIs, and financial balances never leave local customer servers. Only encrypted weights are shared.
Formal Differential Privacy (ε < 0.1)
Mathematical noise injection guarantees that model weights cannot be reverse-engineered to reconstruct individual training records.
Homomorphic Encryption & SMPC
The central aggregation coordinator computes gradient averages directly on encrypted ciphertexts without decrypting weights.
Byzantine-Robust Consensus
Defends against poisoning attacks and rogue participants by automatically pruning divergent or malicious gradient updates.
Sovereign Cross-Border Governance
Fully compliant with the EU AI Act, HIPAA, GDPR, and sovereign national data protection statutes.
Hardware-Accelerated Edge Aggregation
Accelerates cryptographic gradient aggregation by up to 20x using hardware-assisted enclaves (Intel SGX, AMD SEV, NVIDIA H100 Confidential Compute).
Transparent Enterprise Licensing
Flexible deployment tiers for fast-moving startups to sovereign government networks.
Federation Node
For single institutions participating in external federated consortiums.
- ✓ 1 Managed Federated Edge Node
- ✓ Local Private Dataset Connector
- ✓ Differential Privacy Verifier
- ✓ Homomorphic Encryption Engine
- ✓ Standard SLA
Consortium Hub
For industry groups and hospital networks orchestrating collaborative learning.
- ✓ Up to 25 Consortium Participant Nodes
- ✓ Byzantine Poisoning Defense Engine
- ✓ Automated Federation Rounds
- ✓ Sovereign Compliance Certification
- ✓ Dedicated Cryptography Specialist
- ✓ SOC-2 Certified
Sovereign Nation-State
For national ministries, defense alliances, and global banking conglomerates.
- ✓ Unlimited Federated Edge Nodes
- ✓ Custom Confidential Compute Enclaves
- ✓ Dedicated Sovereign Network Mesh
- ✓ 99.999% Mission-Critical SLA
- ✓ Bespoke Zero-Trust Architecture
- ✓ Air-Gap Deployment
Questions & Answers
Technical details regarding sovereign deployment, security, and integration.
No. We implement formal Differential Privacy with epsilon < 0.1 and Homomorphic Encryption, proving mathematically that individual input data cannot be reverse-engineered.
Our Byzantine-Robust aggregation algorithms filter out outlier and adversarial gradients using geometric coordinate-median verification before weights are applied.
Yes. PSAS Groups was specifically architected to satisfy the strictest High-Risk AI requirements under the European Union AI Act and GDPR Article 25.