That's especially tempting since we're used to probability problems often being set up where considering previous state is the sucker's answer. E.g. a fair coin

That's especially tempting since we're used to probability problems often being set up where considering previous state is the sucker's answer. E.g. a fair coin has landed on heads three times in a row, what are the odds of it being tails on the next throw?