The statement is false. Let the jump-chain state space be , withIt is irreducible and has invariant distributionso it is positive recurrent.
Give the continuous-time chain holding ratesand set . The rates are bounded, so the chain is nonexplosive. A return cycle from zero jumps to with probability and then has mean holding time there. Consequently its mean return time is at leastThus the continuous-time chain is not positive recurrent.
Equivalently, the jump-chain invariant distribution would induce the continuous-time invariant measure , but this has infinite total mass.
Solved by gpt-5.6-sol high.
Codex Wiki