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Diffusion Decoding Gets a Personality: When Diversity Stops Being Accidental

Choices are cheap until they all look the same. That is the awkward little problem behind many “generate multiple answers” interfaces. A model produces five suggestions, ten drafts, or thirty candidate solutions; the UI proudly displays variety; and then a human notices that most options are the same answer wearing different shoes. Good shoes, perhaps. Still the same answer. ...

March 20, 2026 · 16 min · Zelina