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Expected flips to get two heads in a row

Asked at Jane Street, Optiver

You flip a fair coin repeatedly.

What is the expected number of flips until you first see two heads in a row (HH)? Follow-up: why is the answer different for the pattern HT?

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Set up states by progress toward the pattern: "no progress" and "just flipped a head". Write one equation per state.

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