The result goes back
The app now has a result:
Tool result: shopping.txt was created.
It writes that result into a new context and sends the context to Rufus.
Rufus can then generate a final reply:
“Done. I created shopping.txt.”
The sentence sounds as if Rufus did everything. But the program performed the action and told Rufus what happened.