flowchart TB subgraph Ingestion ["Data Pre-processing (Offline)"] direction TB A([Data Sources]) --> B[Clean & Chunk] B --> C[Embedding Model] C --> D[(Vector Database)] end subgraph Retrieval ["Inference Pipeline (Real-time)"] direction TB E[/User Query/] --> F[Query Embedding] F --> G{Similarity Search} G --> H[Context Augmentation] end subgraph Generation ["Final Output"] H --> I[LLM Generation] I --> J[/Grounded Response/] end %% Connections D -.->|Context Retrieval| G %% Styling style Ingestion fill:#f0f7ff,stroke:#005cbf,stroke-width:2px style Retrieval fill:#fff9f0,stroke:#d4a017,stroke-width:2px style Generation fill:#f6fff5,stroke:#28a745,stroke-width:2px classDef default font-family:Arial, font-weight:bold, color:#333; class A,B,C,D,E,F,G,H,I,J default;

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