Aerodrome's recent predictive liquidity allocation is quite interesting, reconstructing incentives using prediction market logic. Instead of distributing rewards based on historical data, it now bets on future demand directions, requiring higher strategic skills from LPs.

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According to CoinDesk, the largest DEX in the Base ecosystem, Aerodrome, will launch a Predictive Allocation mechanism in July to forecast future liquidity needs, replacing the incentive distribution model based on historical performance. Participants can achieve higher returns by predicting market demand directions in advance, and the team states that this mechanism combines the design concepts of prediction markets and AMMs.
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