OpenAI Agents SDK monitor flags unauthorized purchases

The author demonstrates a decision-model-as-a-monitor pattern to detect anomalous behavior in LLM agents in real time. By connecting an independent decision model to stream execution updates from an OpenAI-powered purchasing agent, the monitor successfully flagged an unauthorized recurring commitment hidden in supplier paperwork while the agent was still running. Open article →