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Update README.md

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@@ -9,6 +9,9 @@ A compact, encoder–decoder Transformer packaged so it can be used both as a Py
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  - CLI convenience commands for inference, serving, UI launch, and Hugging Face model downloads.
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  - Makefile shortcuts, notebooks, and Docker dev environment for day-to-day work.
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  ## Installation
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  ```bash
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  # inside the repository (editable install with optional extras)
@@ -153,5 +156,3 @@ make docker-run-infer # run the inference service (Ctrl+C to stop)
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  4. Start Chainlit UI (optional): `mini-transformer-ui --model AlaBoussoffara__transformer_small --host 0.0.0.0 --port 8000`
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  Environment variables (`MINI_TRANSFORMER_MODELS`, `MINI_TRANSFORMER_MODEL_NAME`, etc.) let you tailor the workflow to your setup.
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- ## Hugging Face Spaces DEMO
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- https://huggingface.co/spaces/AlaBoussoffara/Mini-Transformer
 
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  - CLI convenience commands for inference, serving, UI launch, and Hugging Face model downloads.
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  - Makefile shortcuts, notebooks, and Docker dev environment for day-to-day work.
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+ ## Hugging Face Spaces DEMO
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+ Here you can find a Huggingface Spaces for a quick demo
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+ https://huggingface.co/spaces/AlaBoussoffara/Mini-Transformer
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  ## Installation
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  ```bash
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  # inside the repository (editable install with optional extras)
 
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  4. Start Chainlit UI (optional): `mini-transformer-ui --model AlaBoussoffara__transformer_small --host 0.0.0.0 --port 8000`
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  Environment variables (`MINI_TRANSFORMER_MODELS`, `MINI_TRANSFORMER_MODEL_NAME`, etc.) let you tailor the workflow to your setup.