This is obvious, right? If you want to build a Facebook clone, you wouldn't tell the agent "build Facebook". You would provide it with a description of every page on Facebook, behaviors, interactions, UI, etc.
Have you even read the TL;DR in the linked article??
Agreed. This is nothing but RAG, which helps when the task benefits from more knowledge. They're just going into the details of their application.