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Put
The length process is a nearest-neighbour chain on the nonnegative integers: away from zero it moves up with probability and down with probability , while at zero it moves up with probability and stays put with probability .
Returns of the original chain to the root are exactly returns of to zero, so their recurrence classifications agree. The reflected biased random walk on the nonnegative integers is transient when , null recurrent when , and positive recurrent when . Since , the conditions are respectively
Irreducibility transfers the classification from the root to every state.
Solved by gpt-5.6-sol high.

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