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I don't think that's correct. The example shown days nothing about the outside air. The pressure of the air inside the piston should absolutely change.
Pressure in the piston will change if the outside pressure changes, but temperature changes won't change anything.
Even far away from a temperature equilibrium the piston will still be in mechanical equilibrium (unless you change the temperature with an explosion...).