Abstract: Current enzymatic cascade engineering methods often struggle with complex trade-offs between reaction rates, product yields, and enzyme stability. This paper proposes a novel approach, Adaptive Multi-Objective Bayesian Reinforcement Learning for Enzyme Cascade Optimization (AMB-RECO), to dynamically optimize cascade design parameters by...