We actually also do have self created gravity-based systems, where we also do the work by ourself, to have a energy storage on demand:
https://en.wikipedia.org/wiki/Pumped-storage_hydroelectricit...
They work reliable and with big capacity since the very beginning of electricity. The only problem is ... scale. You cannot just build them where you want them. You need rivers and height differences.
Unless you create such systems completely artificial and there are plans to do so, but that will be very expensive.
edit: here is a paper (in german) discussing such possibilities, to create a artificial pumped-storage out of the remains of surface mining
https://epub.wupperinst.org/frontdoor/deliver/index/docId/72...
edit 2:
and my opinion is, that I am not a fan of complicated solutions, like the originial solution from the article seems to be, which is also stated as "The technology is still “incredibly immature”
There are solutions to make batteries without rare elements. They just don't reach the energy density of lithium based ones, but that is not really a problem, when you have them stationary.
So if you could scale up production of these and in the end, have a big battery in every home/factory connected to the grid - you would have a stable grid without any need for gas- or coal powered backup.