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@@ -31,9 +31,9 @@ at the real defaults (`sample_512.png` is this checkpoint's).
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  ```bash
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  hf download microsoft/Mage-Flow-Edit --local-dir Mage-Flow-Edit
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- hf download microsoft/Mage-Flow-Edit-Turbo --include "text_encoder/*" "vae/*" --local-dir Mage-Flow-Edit # shared components (byte-identical family-wide)
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  hf download xocialize/Mage-Flow-Edit-mlx folded_adaln.safetensors --local-dir Mage-Flow-Edit
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- swift run -c release mage-flow-edit --repo Mage-Flow-Edit --ref dog.jpg --prompt "make the background a snowy forest" --out out.png --steps 20 --cfg 5.0 (RL-aligned)
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  ```
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  Notes: the mandatory upstream RAI content filter is wired in (fail-closed); the
 
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  ```bash
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  hf download microsoft/Mage-Flow-Edit --local-dir Mage-Flow-Edit
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+ hf download microsoft/Mage-Flow-Edit-Turbo --include "text_encoder/*" --include "vae/*" --local-dir Mage-Flow-Edit # shared components (byte-identical family-wide)
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  hf download xocialize/Mage-Flow-Edit-mlx folded_adaln.safetensors --local-dir Mage-Flow-Edit
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+ swift run -c release mage-flow-edit --repo Mage-Flow-Edit --ref dog.jpg --prompt "make the background a snowy forest" --out out.png --steps 20 --cfg 5.0
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  ```
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  Notes: the mandatory upstream RAI content filter is wired in (fail-closed); the