Language models with tools can act in the world, not just describe it. The loop — think, act, observe, decide — is what makes an agent something more than a chatbot.

That's a significant capability shift. The next chapter is about what that means honestly: what agents are good at, what they're bad at, and what it means to deploy autonomous systems responsibly.