Universal scientific laws cannot be conclusively verified by any finite set of confirming observations, while a genuine counterexample can logically conflict with them.
The deductive asymmetry is sound: no finite collection of observed white swans entails that every swan is white, whereas one well-established nonwhite swan contradicts the universal statement. Real tests remain fallible because observations and background assumptions can be mistaken.
