# The Architecture the Whole Field Is Built On Might Not Be the Last One
Google released DiffusionGemma today — a model that generates text in parallel rather than word by word — and the speed gains are real. But the deeper story is what this bet reveals: that the autoregressive paradigm underlying every major AI model may be approaching its ceiling, and the safety infrastructure built around it may not survive the transition.
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