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```
app/
├── main.py # FastAPI entry
├── gradio_ui.py # White-label UI
├── tenants/
│ └── ohamlab.json # Default tenant config
├── documents/
│ └── ohamlab/
│ ├── general.md
│ └── general-hi.md
├── services/
│ ├── llm.py # Qwen logic
│ ├── retriever.py # Embeddings + search
│ ├── tts.py # Audio generation
│ └── storage.py # Document handling
├── models/
│ └── tenant.py # Tenant schema
├── requirements.txt
```
```
PDF / MD files
↓
Retriever (embeddings + similarity)
↓ ← THIS IS WHERE YOU ARE FAILING
Context text
↓
Qwen LLM
↓
Answer
``` |