With probability , the chain starts at and . Conditional on starting at , it takes a geometric number of transitions to first reach , with success probability , so . The probability generating function is therefore
The parameter is absent because the process stops at its first visit to . At the expression equals one, confirming eventual hitting with probability one.

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