I am optimistic . Many democracies are at peak polarization ; people in multiple parties are tired of extremes dominating the megaphone. AI can scale broad listening . Traditional polling collapses nuance into a Likert tick; deliberative, generative polling — now feasible at scale — tends to leave everyone slightly happier and no one furious . I referenced a Forbes piece on such “broad listening” methods: they depolarize by design .

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