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| | 黄仁勋：我的底层思维，来自3本书 | | | 笔记侠 ｜ 2026-09-27 | | | |
| 声明： 本消息或因风格和篇幅原因进行过编辑，但未经核实，也不代表我们的立场、观点或建议。如有侵权，联系秒删。[ 使用条款 ] |
scroll 0 1 最近，黄仁勋做客《纽约时报》埃兹拉·克莱恩的播客，在圣塔克拉拉总部聊了很久。
这场谈话的背景是一场分歧：图灵奖得主杰弗里·辛顿给出AI终结人类文明的概率约10%，Anthropic的达里奥·阿莫代伊和OpenAI的奥特曼都在呼吁政府立安全门槛。
身处产业链最核心位置的英伟达，却表现出一种截然不同的工程师现实主义。
黄仁勋谈到：“我始终认为，仅仅因为摆出一副警报拉响者的姿态，并不意味着你就在履行社会责任。当年杰弗里·辛顿预言‘五年内放射科医生将被完全取代，医学院应当立刻停止招生’，事实证明错得离谱。用毫无严谨科学依据的末日论吓唬年轻人，甚至让他们对接受高等教育失去信心，这种言论没有任何建设性。”
以下是黄仁勋这次访谈内容的精华整理，希望对你有所启发。
一、AI这场工业革命，值钱的部分在哪？
1.先看这块五层蛋糕，钱在应用层
我常把AI产业比作一块五层蛋糕。
最底层是能源，还有把能源变成算力的芯片，这就是我们说的AI工厂（把电力和芯片组合起来、持续产出智能的算力集群，我更愿意叫它工厂，而不是机房）。
往上一层是基础设施和云服务，再往上是模型层，这里不只是大语言模型，还有物理、化学、生物、机器人、自动驾驶这些专用基础模型。最上面一层也是最关键的，是最直接产生经济价值的应用层。医疗、法律、制造、金融，所有传统行业都是从这一层接入技术红利的。
这是一场要动用工厂才能完成的工业革命。用户摸到的是软件，底下压着的是电和芯片。
从最上面的应用层往下看，事情会走到哪一步？
我的判断是：200年前，电力让我们能驱动机器；三四十年前，互联网让我们能检索信息；接下来，我们会进入一个什么都知道、也什么都能干的阶段。
过去你得一页一页点开链接，自己翻、自己辨、再拼起来。以后你把一个复杂的需求说清楚，云端直接给你一个想周全了的做法；你交代一个工程项目，系统给出能落地的方案，还能自己往下推。知识工作会变成另一个样子。
现在大家对AI的印象还停留在对话框，真正吃劲的地方在工业场景。放射科是个典型例子。过去十年，计算机视觉（让机器看懂图像的技术）成熟之后，AI已经真正走进了绝大多数现代放射科的流程，今天几乎所有影像分析工具里都集成了辅助识别算法，它能以极高且稳定的精度捕捉细微异常。
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点击朱笔，直抒胸臆