sequenceDiagram participant C as Client Application participant G as Gateway participant E as ESB participant S as Speech Processing participant V as Vision Processing participant I as Sensory Integration C->>G: Initialize Processing G->>E: Route Request par Multimodal Processing E->>S: Process Speech E->>V: Process Vision E->>I: Process Sensory end S-->>E: Speech Analysis V-->>E: Vision Analysis I-->>E: Sensory Analysis E->>E: Integrate Results E->>G: Combined Analysis G->>C: Processing Complete

sequenceDiagram participant C as Client participant G as Gateway participant I as IAXOV Services participant A as AI Agent participant V as Validation System C->>G: Initialize Assessment G->>I: Create Session I->>A: Initialize AI Agent A->>I: Ready Status I->>C: Join Session rect rgb(200, 255, 200) Note over C,V: Assessment Process C->>A: Participant Joins A->>A: Context Establishment A->>A: Initial Assessment loop Deep Dive A->>C: Structured Interaction C->>A: Response A->>V: Validate Response V->>A: Validation Result end end rect rgb(255, 220, 220) Note over A,V: Quality Assurance A->>V: Submit Assessment V->>V: Multi-LLM Review V->>V: Bias Detection V->>V: Evidence Validation V->>I: Final Assessment end I->>C: Assessment Complete

graph TD A[Input Streams] --> B[Signal Processing] B --> C[Feature Extraction] C --> D[Context Analysis] D --> E[Pattern Recognition] E --> F[Multi-Model Integration] F --> G[Quality Validation] G --> H[Result Synthesis] H --> I[Final Output] style A fill:#f9f,stroke:#333,stroke-width:2px style B fill:#bbf,stroke:#333,stroke-width:2px style C fill:#dfd,stroke:#333,stroke-width:2px style D fill:#ffd,stroke:#333,stroke-width:2px style E fill:#ddd,stroke:#333,stroke-width:2px style F fill:#ddd,stroke:#333,stroke-width:2px style G fill:#ddd,stroke:#333,stroke-width:2px style H fill:#ddd,stroke:#333,stroke-width:2px style I fill:#ddd,stroke:#333,stroke-width:2px

sequenceDiagram participant C as Client participant A as AI Agent participant Q as Validation Queue participant V as Validators participant D as Database participant R as RL Pipeline C->>A: User Input A->>A: Generate Response A-->>C: Immediate Response A->>Q: Queue for Validation Note over A,C: Real-time Flow Note over Q,R: Background Processing Q->>V: Distribute Tasks par Parallel Validation V->>V: Bias Check V->>V: Factual Verification V->>V: Quality Assessment end V->>D: Store Results D->>R: Feed Training Data R->>R: Quality Analysis R->>R: Model Training R->>A: Model Updates

sequenceDiagram participant D as Database participant F as Data Filter participant P as Preprocessor participant T as Trainer participant M as Model Registry D->>F: Raw Validation Data F->>F: Quality Filtering F->>P: High-Quality Examples P->>P: Feature Extraction P->>P: Data Augmentation P->>T: Training Data T->>T: Model Training T->>T: Performance Evaluation alt Meets Quality Threshold T->>M: Register New Model M->>M: Version Control M->>M: Deployment Prep else Below Threshold T->>P: Request More Data end

graph TD A[Validation Results] --> B[Real-time Metrics] A --> C[Historical Analysis] B --> D[Response Quality] B --> E[Bias Detection] B --> F[Factual Accuracy] C --> G[Quality Trends] C --> H[Issue Patterns] C --> I[Performance Metrics] G --> J[Model Updates] H --> J I --> J style A fill:#f9f,stroke:#333,stroke-width:2px style B fill:#bbf,stroke:#333,stroke-width:2px style C fill:#dfd,stroke:#333,stroke-width:2px style J fill:#ffd,stroke:#333,stroke-width:2px