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Docs: Add or update chatbot_nlp_flow asset.
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flowchart TD
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%% User Layer
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A[User / Engineer] -->|Natural Language Query| B(Chatbot / NLP Engine)
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%% NLP & Intent
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B -->|Intent Recognition| C{Intent}
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%% Intent Branches
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C -->|Knowledge Query| D[RAG Engine]
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C -->|Framework Action| M[Automation Framework]
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%% RAG Internal Flows
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D -->|Semantic Search| E[Knowledge Base]
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D -->|Embedding Lookup| F[Embedding Cache]
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D -->|LLM Completion| G[LLM Provider Manager]
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%% Providers
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G --> H[Cloud / Local LLMs\n(OpenAI, HuggingFace, Ollama)]
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%% Return path
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E --> D
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F --> D
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H --> D
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D -->|Synthesized Answer| B
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B -->|Conversational Response| A

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