flowchart TD %% Styling Definitions classDef source fill:#6366f1,stroke:#4338ca,stroke-width:2px,color:#fff; classDef process fill:#f8fafc,stroke:#cbd5e1,stroke-width:2px,color:#1e293b; classDef db fill:#06b6d4,stroke:#0891b2,stroke-width:2px,color:#fff; classDef query fill:#f59e0b,stroke:#d97706,stroke-width:2px,color:#fff; classDef brain fill:#ec4899,stroke:#db2777,stroke-width:2px,color:#fff; classDef success fill:#22c55e,stroke:#16a34a,stroke-width:2px,color:#fff; subgraph Preparation ["KNOWLEDGE BASE INGESTION"] A(["fa:fa-database 1. Source Data"]) B["fa:fa-scissors 2. Smart Chunking"] C["fa:fa-microchip 3. Vectorization"] D[("fa:fa-server 4. Vector DB")] A --> B --> C --> D end subgraph Interaction ["RETRIEVAL & REASONING"] E[/"fa:fa-keyboard User Query"/] F["fa:fa-magnifying-glass 5. Embedding"] G{"fa:fa-bridge 6. Context Retrieval"} H["fa:fa-wand-magic-sparkles 7. RAG Augmentation"] E --> F --> G D -.->|Semantic Match| G G --> H end subgraph Final ["OUTPUT"] I(["fa:fa-check-double 8. Grounded Answer"]) H --> I end %% Apply Classes class A source; class B,C,F,H process; class D db; class E,G query; class I success; %% Global Look linkStyle default stroke:#94a3b8,stroke-width:2px,fill:none;

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