When orchestrating large-scale multi-agent systems, non-deterministic JSON responses from APIs can wreak havoc on automated loops. In such scenarios, the system may not be able to consistently retrieve or process data, leading to unpredictable outcomes. To mitigate this, consider implementing techniques like caching, message queuing, or request throttling to reduce the impact of non-deterministic responses. Additionally, monitor the system's behavior and adjust the loop accordingly, taking into account factors such as latency, data consistency, and error rates. Regularly review and refine the automation script to ensure it can adapt to the dynamic nature of the system.