{
  "sovereignty_declaration": {
    "version": "1.0",
    "standard": "Kuwait Declaration on Responsible AI — February 2026",
    "issued_by": "Sovereign AI Architecture Division",
    "model": "manara-annotate-v1",
    "declaration_date": "2026-02-23"
  },

  "data_residency": {
    "policy": "100% Local Inference",
    "description": "All inference, training, and data processing operations are designed to execute entirely within the operator's sovereign infrastructure. No data is transmitted to external, third-party, or cloud services during inference.",
    "allowed_regions": ["Kuwait", "GCC Member States", "Designated Sovereign Cloud Zones"],
    "cross_border_transfer": false,
    "data_at_rest_encryption": "AES-256",
    "data_in_transit_encryption": "TLS 1.3"
  },

  "inference_sovereignty": {
    "external_api_calls": false,
    "telemetry_collection": false,
    "model_phoning_home": false,
    "offline_capable": true,
    "edge_deployment_formats": ["GGUF (llama.cpp)", "ONNX", "TensorRT"],
    "recommended_hardware": "NVIDIA A100 / H100 (on-premise) or sovereign cloud GPU instances"
  },

  "regulatory_compliance": {
    "kuwait_declaration_2026": {
      "status": "Compliant",
      "principles_met": [
        "Transparency & Explainability",
        "Human Oversight & Control",
        "Fairness & Non-Discrimination",
        "Privacy & Data Protection",
        "Security & Resilience",
        "Accountability"
      ]
    },
    "kuwait_dppr": {
      "status": "Compliant",
      "pii_handling": "All PII identified, labeled, and redacted prior to training ingestion",
      "data_subject_rights": "Supported via redaction audit pipeline"
    },
    "kuwait_national_ai_strategy_2025_2028": {
      "status": "Aligned",
      "pillar": "Sovereign AI Infrastructure & Arabic-First Capabilities"
    },
    "iso_iec_42001": {
      "status": "Aligned",
      "description": "AI Management System documentation provided"
    }
  },

  "model_governance": {
    "human_oversight": true,
    "automated_decision_making_without_review": false,
    "bias_audit_completed": true,
    "bias_mitigation_strategy": "Multi-dialect balanced dataset; Western-bias reduction via Arabic-only training corpus",
    "sharia_compliance_filtering": true,
    "explainability_method": "Confidence scoring on all label outputs",
    "audit_trail": "Full data lineage documented in data_distillation/"
  },

  "contact": {
    "architect": "Lead Sovereign AI Architect",
    "organization": "AgenThink",
    "email": "farouq@agenthink.ai",
    "linkedin": "farouq sultan"
  }
}