Gimp will save all layer information plus undo plus other stuff in its own format. Export does what you want. I don’t know Adobe products, but I could imagine Photoshop doesn’t save to jpeg as default.
Why are you using Linux and Android in the first place?
Oh, by the way, you can open tar.gz on Android. No problem.