We treat AI chatbots like thinking minds, from ChatGPT to Gemini. But behind their stunningly human-like conversations lies a reality with no thought at all. We're opening the black box of Large Language Models to reveal the first principles of how these systems truly work, not by understanding our world, but by creating a mathematical echo of it.