A language model is not a truth machine. It's a very powerful pattern-completion engine with known failure modes. Being clear-eyed about that is not skepticism — it's how you use it responsibly.

There's one more capability to understand: what happens when a language model isn't just answering questions, but taking actions in the world. That's what agents are. That's where this ends up.