Interesting, but don’t hold your breath waiting for this to scale up to run your house.
From the article:
If millions of these tiny circuits could be built on a 1-millimeter by 1-millimeter chip, they could serve as a low-power battery replacement.
It's not meant to provide that much power. Just very low-power applications. the "limitless" in this case is not magnitude, but duration.