Does the future productivity growth that would have been gained later (due to more junior engineers not entering the field) outweigh the AI gains?

If it's just the little productivity boost now, I think it's a net negative if hiring trends continue.

I think it's a discussion to be had but talent pool is a tragedy of the commons situation.