If the economy is in long-run equilibrium at potential output and the money supply increases, then in the long run, prices will increase and output will remain the same.
This means the situation where all markets are in equilibrium and all the prices & quantities therein have been fully adjusted and in equilibrium.
Therefore, the word "increase" and "remain the same" is correct.
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