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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 | |
| ``` |