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Penney's game: THH versus HHH

Asked at Jane Street

A fair coin is flipped repeatedly. You win if HHH appears first; I win if THH appears first.

What is the probability that THH beats HHH?

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When can HHH possibly appear first? Think about the flip that comes immediately before the very first run of three heads.

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