> How would we measure the effects of AI coding tool taking over manual coding ?

Falling salaries?

All the other tools before that made programming more efficient results in rising salaries. I imagine salaries would only fall if AI can 100% replace a human, which currently it cannot. It remains to be seen what happens in the future of course.

Remember that an average software engineer only spends around 25% of their time coding.