Monitoring

In Monitoring, teams operate the system with continuous evidence. Production dashboards report the indicators chosen earlier, segmented by context and subgroup where appropriate. Signals for data and concept drift, safety events, abuse patterns, and security anomalies trigger investigation, mitigation, or human oversight according to clear thresholds. User feedback and appeals are captured and linked to cases so outcomes can be reviewed and corrected. Logs tie actions to identities for audit, and change records show what was adjusted and why. Monitoring closes the loop by updating documentation, risk registers, and scorecards, ensuring that lessons inform the next release and end-of-life planning.

• Lifecycle
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