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>Really? People will just have their AI build OCR apps for converting handwritten notes (with equations) into LaTex, transcription apps for spoken language-to-text for understanding foreign language speakers, custom audio apps for recording and playing music files, etc.?

Yes.

With a tiny subset of people building core modules and libs to be used for the above (eg. an OCR module, plenty of which already exist, and an AI can trivially hook them with other functionality into an app form).

Most of what you write can be built already quite easily. An example "Custom audio apps for recording and playing music files"*:

https://www.youtube.com/watch?v=qW4rIXft0Bg

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