But in the end, “the world should be” never equals “the world is.” While LLMs bring innovation and productivity gains, their misuse and abuse are relentlessly disrupting every industry. And since LLMs are especially good at exploiting human perception post-alignment, who knows—maybe the model isn’t understanding the world at all, but just memorizing answers to “Which is bigger, 3.9 or 3.11?” or “Should I drive or walk 50m to the car wash?” Everyone’s stuck in endless debates about what LLMs are, how they’ll impact industries, and where humanity is headed—without any conclusion.
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“We need safe companies. It’s like cigarettes. It may turn out that there were some things that made people more vulnerable to lung cancer, but cigarettes were the problem,” Halpern told Fortune.