Archive recommendations somewhere and have a button somewhere below the current recommendations to see what was previously recommended. Have it prune automatically and/or allow dismissals.
Alternatively, allow immediate dismissal of the current recommendations to generate a new set (preferably after a simple verification to avoid accidental clicks). This would cancel the current cronjob (automatic) recommendations, which I predict may be objectionable for some.
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