I am planning to build something similar as a hobby project except my idea is that Claude Code runs everything on the device for you.
I've been meaning to make a post about this on X for some time, so I went ahead and did it tonight. If you want to head over there and see the renders of what I'm thinking: https://x.com/TroyCherasaro/status/2016767340457980403