Why large language models are stuck in Plato’s cave (and what comes next). Large language models feel intelligent because they speak fluently, confidently, and at scale. But fluency is not understanding, and confidence is not perception. To grasp the real limitation of today’s AI systems, it helps to revisit an idea that is more than two thousand years old.