Chollet一句话把神经符号AI说透了:推理时用大段代码调神经网络就是。Marcus狂喜:我早说了。
神经科学家Gary Marcus发推称,对神经符号AI困惑的人应读François Chollet的观点。Chollet提出,推理时运行的百万行代码"harness",编排数千次神经网络调用,就是神经符号架构的定义。Marcus称这是对他长期主张的彻底验证,并列举了自己关于Claude Code、o3和Grok 4的文章。
anyone confused about neurosymbolic AI—and its recent enormous victory—should read this. complete a...
anyone confused about neurosymbolic AI—and its recent enormous victory—should read this. complete and total vindication for what I have been saying here all along. (see also my essays on Claude Code and o3 and Grok 4, which made the same point) François Chollet @fchollet I would have assumed it was fairly obvious, but in case it's not: a million-line codebase (also known as a "harness"), running at inference time, orchestrating thousands of calls to a neural network for any given task, is the exact definition of a "neurosymbolic architecture" 🔗 View Quoted Tweet 💬 2 🔄 0 ❤️ 5 👀 2089 📊 2 ⚡