federated learning safety 2025-11-18T12:45:03Z

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Rain lashed against my hotel window in Chicago, the kind of downpour that turns streets into rivers and muffles the world into a gray haze. Halfway through a week-long conference, I'd just FaceTimed my wife Sarah back in Seattle – her smile tight, eyes darting toward the living room window as thunder rattled the call. "Power's flickering," she'd said, trying to sound casual while our terrier, Baxter, whined at her feet. "Just another Northwest storm." I ended the call with that hollow ache of di

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