You can prototype by hand too. Personally I find it might take me 10 min to try a change with an LLM that would have taken me 30 min to 1hr by hand. It's a very nice gain but given the other things to do that aren't sped up by LLM all that much (thinking about the options, communicating with the team), it's not _that_ crazy.