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Adaptive Score-based Routing Balancer is introduced, a dynamic, score-based request routing mechanism for Kubernetes-based service deployments over the computing continuum that jointly considers infrastructure-level information, response time measurements, and application-level quality indicators, with a particular focus on serving Machine Learning workloads.