I deleted my Lure once, and now I have to pick it back up Daily (probably after the Daily Reset).
It only happens on the character I deleted it on. Everything else, like charges, stays the same.
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Yes this is happening to me, one minute I have lots of items to choose for my lure then once the hunt is completed I have nothing left.