Creatures on the battlefield do not display prowess icons when they have the ability
Consider Mai, Jaded Edge (I haven't checked if the same applies to other creatures with Prowess). She displays the Prowess icon (a lightning-bolt hand) while in hand, but then play here. The only icon that appears on her card icon on the battlefield is the Exhaust ability.
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Cornelius Elegans#57428
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