There is no opensource translation model to run on the phone yet. There are online services, but those are a massive privacy issue because all your posts go over there. They can easily track you.

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What if you had a Linux server with an open source language translation model running as an Amethyst only service. Which handles translation requests over the tor network?

Traffic could get a little heavy, but at this early adoption stage this could be a zappable feature request to keep it up and running.

Pipe dream maybe, or a fun afternoon project.

I'll leave that up to you.

It seems that CTranslate2 can be compiled to run on Android.

Just to confirm. The existing Google translate is on device right?

Correct.