Any useful consequence of a physical effect is, in effect, an experiment that could test that effect. So if the smallest test is with a machine the size of a small country, no device using the effect can be smaller.
Many things humanity builds are on the scale of colliders.
> The problem is that fundamental physics
I didn't know there was a problem. It seems like one of humanity's greatest successes.