What’s an LLM? It’s a text calculator. LLMs lack advanced reasoning; they can’t solve complex problems — that’s a task for AI-Agents.
What’s an Agent? It’s a reasoning mechanism, that can be based on LLMs and many other components.
There are two systems of thinking:
system 1 is quick, emotional, automatic // associative, LLM
system 2 is slow, logical, step-by-step, reasoning // sequential, agent
In the human brain, these two systems interact in an unfathomable way.