Guyana has almost no military, but the Venezuelan military doesn’t really have any offensive capabilities that the US cant easily deter. The US actually appears to be a stabilizing force in this case; if the US committed to non-intervention, it would make sense for Venezuela to invade immediately.
As is, the strategic balance is not in favor of Venezuela attempting to annex the land by force.