If I was working with someone who had experience in the specific industry then yes, that is in fact what I would do.

If I plucked a random passerby and gave them the task then no, I’d find myself detailing out every specific to them.

You’re equating the LLM to the least qualified candidates. I don’t think your argument is communicating what you intended.