DriftGuard-SLA: A Paired Multi-Fault Evaluation of Prediction-Triggered Self-Correction in Cloud-Native Service-Oriented Architectures
We evaluated whether predictive alerts improve recovery in DriftGuard-SLA, a bounded controller for the Kubernetes-based DeathStarBench Hotel Reservation application. A logistic model trained on 35 monitoring runs was frozen before evaluation in 350 runs comprising 70 matched blocks, five policies, six faults, and a no...