# MGWP.ai Sovereign Intelligence Operating System (SIOS) - Full Context Architecture

## 1. System Philosophy & Linguistic Foundation
MGWP.ai is a sovereign AI orchestration platform developed in Poland. It addresses the fundamental asymmetry in modern generative models by treating the Polish language not merely as a translation target, but as a high-density combinatorial reasoning layer. 

### Key Metrics:
- 88% long-context precision in complex Polish syntax reasoning vs generic English-centric foundation models.
- 45% reduction in hallucination rates across civil and medical legal corpora through LoRA adapters and custom domain weights.
- <12ms query routing latency through the Rust 1.93 / Actix-Web actor model engine.

## 2. 15-Layer Cognitive Pipeline
1. Ingestion & Origin Firewall
2. Multi-Tenant Validation & Context Injection
3. Hardware Enclave Decryption (Intel SGX / AMD SEV TME-MK)
4. Combinatorial Syntax Deconstruction (Polish 7-case inflection analysis)
5. Semantic Intent Normalization
6. Vector RAG Retrieval (Qdrant 14.2M embedding cluster)
7. Query Vector Dispatch & Model Ranking
8. Multi-Model Consensus Ensemble (Claude Opus, DeepSeek V3, Llama 3.3, Bielik 11B)
9. Adversarial Fact-Checking & Citation Verification
10. Privacy & PII Scrubbing
11. Provenance Tagging & EU AI Act (Art. 50) Metadata Injection
12. Multi-Tenant Output Encryption
13. Stateless Session Purge (Zero-Knowledge)
14. Audit Telemetry & SIEM Logging
15. Client Delivery & Rate-Limit Accounting

## 3. Data Isolation & Security Architecture
- Database: MySQL 8.0 InnoDB with strict composite uniqueness constraints `(tenant_id, email)` and foreign key isolation.
- Encryption: AES-256-GCM hardware memory encryption with Intel SGX enclave protection.
- Compliance: European Accessibility Act (EAA), NIS2 Directive, GDPR Art. 44 (Strict zero US Cloud Act exposure), EU AI Act Art. 50.
- Ingestion Gateway: Token bucket IP rate limiting, strict CORS regex, honeypot traps, and PII-sanitized telemetry.

## 4. Operational Ingestion Endpoints
- POST `https://mgwp.ai/api/contact`: Enterprise & Citizen uplink with honeypot defense, IP rate limiting, and tenant scoping (`X-Tenant-ID`).
- POST `https://mgwp.ai/signup.php`: Standalone newsletter ingestion gateway with fail-closed PDO transactions and token-bucket protection.