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A simple lemma bounds for hitting times in Markov chains with a certain strong monotonicity property. We show how this lemma may be applied to several increasing set-valued processes. Our main result concerns a model of first passage percolation on a finite graph, where the traversal times of edges are independent Exponentials with arbitrary rates. Consider the percolation time between two arbitrary vertices. We prove that is small if and only if is small, where is the maximal edge-traversal time in the percolation path attaining .

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