"I wrote this series as a learning exercise, in collaboration with AI (Claude Opus 4.8). It's me thinking out loud with a model to understand the stack end to end, not an authoritative reference. Take it with a grain of salt, and double-check anything you plan to rely on."

The author admits as much. It's basically him prompting, "Hey Claude write a long series about LLM tech." Waste of time.

Also I just realized, the information might be subtly wrong or misleading because Anthropic makes Claude dumber when trying to reverse engineer LLMs, which is hilarious. And the author is basically saying hey, I don't know if any of this is correct but, like, enjoy reading it! Hah.