Use AgentCoreEvaluationClient and AgentCoreEvaluationAdmin outside normal Pipeline execution. AgentCoreEvaluationPoller uses cancellation-aware, bounded exponential backoff. AgentCoreEvaluationTraceAdapter produces redacted evaluator records from TPipe traces without changing PipeTracer.