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