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Most candidates who get asked "what's the expected number of fair coin flips to see HH?" start conditioning on the first flip, write out a system of equations, and then stall. The algebra turns into a mess of $E_0$, $E_1$, $E_2$ variables that all depend on each other, and somewhere around the third substitution, they lose the thread. Generating functions cut through all of that.
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