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Penney's game: HH versus TH

Asked at Jane Street

A fair coin is flipped repeatedly. You win if HH appears first; I win if TH appears first.

What is the probability that TH beats HH?

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Under what circumstances can HH possibly appear before TH? Think about what must precede the first HH if the game didn't start with it.

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