Adversarial systems help make your system stronger.

Is the goal of that adversarial system to benefit you, or to harm you?

You get stronger either way… but if the goal is to harm you, they might deploy the killing blow, whereas if their goal is to help you, you'll definitely survive.

The beneficial adversarial approach is "white hat".