graph TB A["Data Sources"] --> B["Ingestion Layer"] B --> C["Processing Layer"] C --> D["Training Layer"] D --> E["Model Registry"] subgraph "Self-Healing System" F["Health Monitor"] --> G["Error Detection"] G --> H["Auto Recovery"] H --> I["Pipeline Restart"] end subgraph "Quantum Processing" J["Quantum State"] --> K["Crystalline Structure"] K --> L["Quantum Encoder"] end C --> F L --> C