You are an engineering manager on a GPU platform team supporting customer workloads that run on AMD accelerators. A customer reports that a training job that normally finishes in 9 hours is now taking 14 hours, and some runs are hitting thermal or power throttling during peak load. The team has basic logs, but not a clear view of which signals matter most for separating a real capacity issue from a workload-specific regression.