| Data accuracy | - Hybrid validation architecture- Real-time verification- ML-based error detection | - Accuracy metrics- Performance impact- Error handling protocols |
| Security architecture | - Multi-layer encryption- Advanced authentication- Behavioral monitoring | - Threat modeling- Response protocols- Recovery procedures |
| Legal compliance | - Automated compliance checking- Privacy preserving computation- Audit trail generation | - Regulatory updates- Cross-border considerations- Documentation requirements |
| Integration framework | - Service mesh architecture- API security gateway- Data transformation layer | - System compatibility- Performance optimization- Scalability requirements |