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Gary Marcus(@GaryMarcus)

Someone just asked me “What I don’t get is why you see it as some kind of failure that AI labs are n...

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Someone just asked me “What I don’t get is why you see it as some kind of failure that AI labs are n...

TL;DR · AI 摘要

Gary Marcus认为AI实验室使用神经符号工具是成功而非失败,这是他过去30年来的观点。

核心要点

  • Gary Marcus认为神经符号工具是AI解决方案的一部分。
  • 他声称这一趋势是对过去30年观点的验证。
  • 人们最终会忘记反对这一观点的历史。

结构提纲

按章节快速跳转。

  1. Gary Marcus回应关于AI实验室使用神经符号工具的质疑。

  2. Gary Marcus认为使用神经符号工具是AI发展的成功方向。

  3. Gary Marcus提到自己过去30年一直支持神经符号工具的观点。

  4. Gary Marcus认为人们最终会接受并遗忘反对这一观点的历史。

思维导图

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  • Gary Marcus的观点

金句 / Highlights

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#AI#神经符号工具#Gary Marcus#MIT#NYU
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I don’t! As I argued in my newsletter on Claude Code (entitled “The biggest advance in AI since the LLM”) and in earlier piece o3" / X

Gary Marcus, MIT PhD and NYU Professor Emeritus on X: "Someone just asked me “What I don’t get is why you see it as some kind of failure that AI labs are now using harnesses and neurosymbolic tools…?” I don’t! As I argued in my newsletter on Claude Code (entitled “The biggest advance in AI since the LLM”) and in earlier piece o3" / X

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Gary Marcus, MIT PhD and NYU Professor Emeritus

@GaryMarcus

Someone just asked me “What I don’t get is why you see it as some kind of failure that AI labs are now using harnesses and neurosymbolic tools…?” I don’t! As I argued in my newsletter on Claude Code (entitled “The biggest advance in AI since the LLM”) and in earlier piece o3 and grok 4, I see this trend as absolute vindication for what I have been arguing for the last 30 years - that neurosymbolic tools have to be part of the solution. People will soon forget that they ever argued otherwise, but they did, right here, for a decade. Image 3: 🤷‍♂️

3:34 PM · May 27, 2026

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