Agentic stuff needs to change the context every time through the loop.

Otherwise, it's just a chatbot.

The context is things it learned, or things the user told it, or the new tools it created.

Each tool it makes for one purpose is a stepping stone to use in the future, too.

A little cached toe hold.

As you accumulate those toeholds, now and into the future, you get compounding benefits.