Jersey Bet

A foolish, hubris-based bet formed with little to no foreknowledge of the subject of the bet or the participants; resulting in the loser being utterly defeated.

I wouldn't bet that a Filipino couldn't beat a spicy food challenge. That's the epitome of a Jersey Bet.