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Knowledge base poisoning is not a theoretical threat. PoisonedRAG demonstrated it at research scale. I demonstrated the concept mechanism against a local deployment in an afternoon. The attack is simple, persistent, and invisible to defenders who aren’t looking at the ingestion layer.
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《智能涌现》：过去两个月可以说非常疯狂，你们花了多长时间开发DeskClaw？
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Counterpoint Research拆解数据显示，iPhone 16e中苹果自研元器件成本占比已提升至40%，远高于iPhone 16的29%。仅自研5G基带芯片C1一项，就让每台iPhone 16e省下10美元成本——按千万级销量计算，这就是上亿美元的纯利润。