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Code has never been the bottleneck for a skilled engineer, and if you value high quality then you need to spend a lot of time reading over the slop LLMs produce to turn it into something hardened and reliable. So, for a skilled engineer, LLMs have a very marginal benefit in terms of delivery speed.
This is backed up by LLM productivity studies.
I’m not sure this is a large class of work created in the long run, but since this efficiency is new, our backlogs are full of these tasks, and people are feeling immense efficiency gains from unlocking them.