It feels like 50% of AI "progress" is just finding different ways to say "tell the model things in English."

That's only half. It's a while lot of text to say "it's markdown + RAG/semantic search".

The markdown explanation I was also unimpressed with, but RAG over hyperlinks is convincing to me.

A whole lot of text to say "Just use text".