Did you read the article?

It's not about enhancing Claude. This article is about creating your own agent, and giving it the ability to create plans and tasks list for its or.

The way Claude code creates plans and tasks list for itself.

The article is about creating that in your own harness for things not using claude code, like say a custom LLM integration in your own web app.