Agree with this.

I mean the guy assembling a thingymajig in the factory, after a few years, can put it together with his hands 10x faster than the actual thingymajig designer. He'll tell you apply some more glue here and less glue there (it's probably slightly better, but immaterial really). However, he probably couldn't tell you what the fault tolerance of the item is, the designer can do that. We still outsource manufacturing to the guy in the factory regardless.

We just have to get better at identifying risks with using the LLMs doing the grunt work and get better in mitigating them. As you say, abstracted.