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    Artwork for Astral Codex Ten Podcast
    Episode

    New Paradigms Won't Save You

    Astral Codex Ten Podcast · Jun 19, 2026 · 6 min
    Episode page

    One popular objection to AI concerns is to declare that LLMs can never be AGI. You need a "new paradigm". Therefore, AGI is so far in the future that it's not worth worrying about. A common counterargument is to claim that no, LLMs can become AGI. But even without that counterargument, I think the "therefore" fails on its own terms. The key question is: how much of a new paradigm do we need? The…

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