Abstract We propose a multi-agent learning approach for designing crowdsourcing contests and All-Pay auctions. Prizes in contests incentivise contestants to expend effort on their entries. with different prize allocations resulting in different incentives and bidding behaviors. In contrast to auctions designed manually by economists. https://darthomes.shop/product-category/mugs/