All the talking points and techniques are those which were used when pushing outsourcing: give better specs, write detailed tests, accept bad code because it works so who cares, we can just rewrite from scratch later, and my favorite "they will get better with more exposure to your code base". None of these takes is wrong, but what they neglect is doing all that work is way more effort than if I wrote the original code myself.

Using an LLM to one shot a small function (something i would do with a very specific search on Google or SO) is handy. Giving it a harness and free access to a code base leads to some terrible code, and doubling down with more instructions and agents in the loop means more time writing the rube Goldberg orchestration rather than just opening up an editor and writing code.