Parallel Deployment

In the parallel defense deployment, both the Threat-Informed Defense Model and the Original Model operate simultaneously. When a user sends a request, it passes through the API gateway and load balancer before reaching the Pre-processor.

In the Pre-processor, the data is processed before being sent to the Original Model. However, the processed data is also forwarded to the Defense Model. The Defense Model sends a control signal to the post-processor, which also receives the prediction value from the Original Model. Additionally, the Defense Model sends telemetry data to the SIEM tool through a connector.

This parallel deployment and control at the Post-processor stage ensures that there is no impact on the accuracy of the model.