Currently they are only on your local device is my understanding. Your bookmarks are not stored on any relay. Damus has yet to add nip-51 support for bookmarks.

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I understand the bookmarks are stored locally. my concern is if those are somehow refreshed/reloaded, and the only copy was on the damus relay, they would be gone.