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Clarify lightweight Hugging Face release

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@@ -56,3 +56,10 @@ their repository-specific access and provenance rules.
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  For implementation details and the full research protocol, see the
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  [SwarmFL repository](https://github.com/saadbinather/SwarmFL). Contributions and
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  reproduction reports are welcome through GitHub issues.
 
 
 
 
 
 
 
 
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  For implementation details and the full research protocol, see the
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  [SwarmFL repository](https://github.com/saadbinather/SwarmFL). Contributions and
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  reproduction reports are welcome through GitHub issues.
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+
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+ ## Hugging Face release
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+
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+ This card is the lightweight SwarmFL Hub release: a small, reproducible entry
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+ point for trying the Flower consultation path without downloading research
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+ datasets or private checkpoints. The full research artifacts remain in the
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+ repository and are not part of this public demo.