Huawei Swisscom Swisscom Deutsche Telekom This document defines a structured, iterative lifecycle for network anomaly detection systems to enable "human-in-the-loop" refinements. Key contributions include defining three lifecycle stages, a state machine for anomaly annotations, and YANG data models for standardized labeling and exchange.