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testartifacts/assets/chatbot_nlp_flow
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+flowchart TD
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+
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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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