I propose to investigate AI chat bot as sage frontend.
IMHO necessary condition is it to work offline without relying on 3rd
party server.
Bonus is if it can run on the client, but there appear to be large
memory requirements, not suitable for low end computers.

I don't have offline experience, but have heard olamma is decent:
https://ollama.com/download

chatgpt writes decent sage code (sometimes works, sometimes gets
errors or exception).

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