The approach focuses on monitoring the structure of agent behavior, not just final outputs. That can help catch risky patterns such as unbounded tool use, broken task decomposition or unexpected control flow.

Agent deployment safety is becoming a practical engineering problem. Monitoring frameworks can give teams earlier warning signs before a bad action turns into a production incident.