Visual Runtime [repack] Access

As systems become more distributed (microservices, event-driven, serverless), visual runtimes will evolve into — combining traces, metrics, and logs into a single animated graph of your entire system’s execution, live.

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Software landscape and application visualization for ... - OceanRep 000 requests per second.

During model inference, a visual runtime can display activation flows, attention maps, or data transformations layer by layer. VisRuntime provides engineers with a real-time

As software systems transition towards distributed microservices architectures, the complexity of monitoring system behavior has increased exponentially. Traditional log-based debugging offers limited insight into the temporal and causal relationships between concurrent events. This paper presents VisRuntime , a novel framework that bridges the gap between formal verification and runtime monitoring. By translating system telemetry into visual state machines (Timed Automata), VisRuntime provides engineers with a real-time, graphical representation of system state transitions. We demonstrate that visual runtime verification reduces the Mean Time to Diagnosis (MTTD) by 40% compared to text-based log analysis, while maintaining a low overhead suitable for production environments.

To evaluate VisRuntime, we deployed the framework on a benchmark cluster of 20 microservices handling 1,000 requests per second.