Can AI Actually Reason?

Large language models can write poetry, pass bar exams, and explain quantum mechanics. But do they actually understand what they are saying? A growing body of research suggests that LLMs are extraordinarily sophisticated pattern matchers — but that genuine reasoning may require something fundamentally different.