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Banach's matchbox with a favored pocket

Asked at Jane Street, SIG

A smoker keeps a matchbox in each pocket, each starting with nn matches. This time the pockets are not equally likely: he reaches into the left pocket with probability pp and the right with probability q=1pq = 1 - p each time, independently. Eventually he reaches into a pocket, pulls out the box, and finds it empty.

At that moment, what is the probability the other box contains exactly kk matches?

Show a hint

Handle "left discovered empty" and "right discovered empty" separately, then add. The discovery is one extra reach into the already-emptied pocket, beyond the nn successful draws from it.

Your answer

This one is open-ended. Work it through, then check your reasoning against the full solution.

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