Explosion occurs when infinitely many jumps take place in finite time.
If every holding rate of a continuous-time Markov chain is at most , its holding times can be coupled as , where the are independent rate-one exponential random variables. The strong law of large numbers gives almost surely, so the jump times tend to infinity and the chain cannot explode.
Conditional on a jump path , if , then the sum of exponential holding times has finite expectation and is finite almost surely.
Suppose a transient nearest-neighbour jump chain on has uniformly bounded expected visits to each state and the holding rate at grows geometrically. Then
so the continuous-time chain explodes almost surely.

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