Gambler’s ruin
If $X_0=0$, and goes up or down one at each time step with equal probability, what is the probability $X$ hits $4$ before $X$ hits $-6$?
Solution
This is a very standard problem. The general solution is $a/(a+b)$, in this case $2/5$.