MathNet 2004 — Part 03 Question 8

Andrea flips a fair coin repeatedly, continuing until she either flips two heads in a row (the sequence $H H$) or flips tails followed by heads (the sequence $T H$). What is the probability that she will stop after flipping $H H$?