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You'll do minimum coding unless you want to code for fun and try new ideas. If you have research funding you can become the project lead but the pressure is much less than industry since only prototyping demo not shipping.
The academic institutions will really appreciate your experiences and students as well.
I wish all the best for whatever you decided to do.