> increasing production takes time?

This is true of nearly everything (except money). I'm not sure of the point you are trying to make.

The timelines on adding power generation are not at all compatible with the demand uptick AI is generating.

You can have all the money you want, if you want a gW of power added tomorrow, it won't happen.