Can AC adapters stop working?

Usually, an AC adapter lasts years regardless. Unplugging it when not in use will probably prolong its life expectancy beyond its usefulness. That’s not a bad thing. So if you can unplug it, or let a power strip cut the power for you, when you’re not using the device, the AC adapter will last longer.