tldr - powered by Generative AI

• The system is divided into two main parts: preparation and evaluation of models, and real-time execution of trend models
• Istio is used as a service mesh to collect service mesh metrics, and Permittelsa is used as a data layer to collect time series data
• Combining workloads in schedule groups can reduce network resource consumption and optimize overall latency
• Anomaly detection methods can significantly reduce the flow of notifications and automate the process of establishing monitoring thresholds
• Predictive auto-scaling can proactively predict the required number of service ports using time series data and feature generation