For , the incoming stationary probability isusing the telescoping identity . Similarly . Thus is stationary.
The finite chain is irreducible: every state can reach , and from every state is reachable in one step. Its self-loop at makes it aperiodic. The finite-state convergence theorem therefore gives the claimed limit from any initial state:For this is the single absorbing refill state and the same formula gives probability one.
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