Simurgh: Multi-Agent Adversarial Benchmarking for Proactive Microservice Observability

Microservices autoscaling is essential for dynamically adjusting resources to meet fluctuating workload demands and maintain service-level objectives (SLOs), such as latency, while minimizing resource usage. However, the control logic of modern autoscalers is susceptible to exploitation. Assessing its performance requires more than passive monitoring; the rapid evolution of application development has outpaced the availability of observability tools to benchmark and identify corner cases in autoscaling configurations relative to an application's behavior.