This story was originally published on HackerNoon at: https://hackernoon.com/the-fatal-math-error-killing-every-ai-architecture-including-the-new-ones.
AI's Fatal Flaw: Why JEPA, LLMs & Transformers Can't Escape the Flatland, until Toroidal Math
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The “predict-the-next-word” LLM era is over. The new killer on the stage isn’t language, it’s world modeling. An AI that understands reality like a conceptual puzzle. “Stochastically parroted” was cute for 2023;now it is becoming a fossil.