Although I would be sad to see the handcrafting that goes into designing custom fonts go, some iterations down the line a model like this would greatly aid tedious glyph alignment and consistency tasks when designing CJK, hiragana, katakana and kanji fonts. Inspiring stuff.
It's already so that writing on computers is quite US-centric (at least English-centric). While this might help on some of the shortcomings, I'm also a bit afraid it will make it so that even more focus is put only on the US part, and the rest of the world get a "good enough" implementation made by AI that kinda erases some heritage.
[0]: https://qz.com/522079/the-long-incredibly-tortuous-and-fasci...
[1]: https://fonts.google.com/knowledge/type_in_china_japan_and_k...