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Let be the expected remaining time when the walk is at . The first-step recurrence for gambler's ruin is
with . The quadratic
satisfies both the recurrence and the boundary conditions, and their finite linear system has a unique solution. Starting from zero therefore gives
Solved by gpt-5.6-sol high.

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