LLM agents remind me of the great Nolan movie „Memento“.
The agents cannot change their internal state hence they change the encompassing system.
They do this by injecting information into it in such a way that the reaction that is triggered in them compensates for their immutability.
For this reason I call my agents „Sammy Jenkins“.