It might only be wrong for programs that have never existed and will ever exist.
We could confirm this though! It's not like we can't find out if a given program halts or is inconsisent. Godel talks about it in his letter to Von Nuemann.
More promisingly, there are ways to construct programs such they will halt, using total languages (though not every problem can be solved with such a limitation).