Your adversary is not questioning, only building.
Then we'll use [the equivalent of] adversarial prompt injection against them and they'll be screwed.
The "not questioning" is literally the entire problem.
If "not questioning" is "literally the entire problem", then maybe you should start questioning your quick dismissal the AI advantage.