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Update code-struc.md

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@@ -19,4 +19,19 @@ app/
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  β”œβ”€β”€ requirements.txt
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  ```
 
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  β”œβ”€β”€ requirements.txt
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+ ```
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+
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+
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+ ```
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+ PDF / MD files
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+ ↓
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+ Retriever (embeddings + similarity)
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+ ↓ ← THIS IS WHERE YOU ARE FAILING
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+ Context text
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+ ↓
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+ Qwen LLM
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+ ↓
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+ Answer
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  ```