A production AI assistant is not "an LLM with a prompt". It is a system that accepts intent, keeps state, decides when to retrieve or act, and exposes enough runtime detail to debug failures.

That systems-level view is what the AI Systems cluster explores when assistants move beyond a single model invocation.

OpenAI describes agents as...