This is a two-turn renewal game. A full pair of throws has probability of passing twice and returning to the original state. The probability that wins before that restart is . Thus first-step analysis gives , or
Equivalently sum the geometric series . The probability of surviving infinitely many pairs is zero, so the eventual winner is well defined with probability one.