马库斯怼纯LLM：进步靠符号AI
Gary Marcus 在推文中批评纯 LLM 本质是自动补全，并以 Claude Code 为例指出近期进步来自引入符号技术和工具。他认为过去两年 AI 进展主要源于弥补纯 LLM 缺陷，而并非纯 LLM 本身。Marcus 强调理解进步来源才能进一步突破，核心是放弃纯 LLM 路线。
I love AI, it’s pure LLMs I hate. Pure LLMs *are* basically just autocomplete. Recent progress (...
I love AI, it’s pure LLMs I hate. Pure LLMs *are* basically just autocomplete. Recent progress (e.g. Claude Code) doesn’t show otherwise Rather, lot of the progress in the last two years has come from *introducing* other things – mainly classic symbolic techniques and tools, to offset the weaknesses of pure LLMs. Shame to see the tweet below muddle all of this. If we want to make further progress we need to understand where the progress is coming from; mostly it is coming from leaving pure LLMs behind. Bindu Reddy @bindureddy Where did all the AI haters go? 🤔 You know, the ones screaming "it's just autocomplete!" and "it'll never be useful!" They're real quiet now that AI is actually magical and transforming everything. Almost like... they were wrong the whole time. 😏 🔗 View Quoted Tweet 💬 14 🔄 1 ❤️ 55 👀 3897 📊 15 ⚡