Auction Intelligence: Optimizing Dutch Auctions at Scale for MEV Mitigation on L2s

We use reinforcement learning and economic first principles to dynamically optimize Dutch Auctions for short block times. Our approach adapts to market conditions, requiring minimal off-chain infrastructure. We present simulations and empirics.