A more apt analogy would have been testing for a specific number of gears with a specific number of teeth in a specific configuration. Choosing very specific hypotheses purely based on your ability to falsify it and no other supporting theory or evidence seems like a low reward strategy.

I'm certainly not trying to argue against pure research in any way.