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Andrej Karpathy· @karpathy · X·· 2026-07-22精选AI 评分78
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Andrej Karpathy分享了一种与LLM协作的有效模式:开启语音输入,进行10分钟左右的自由漫谈,即使内容混乱、意识流式也无妨。他发现LLM擅长从长篇不连贯的语音中重构意图,回应的内容往往比用户最初的思路更清晰,从而减少后续修正次数、提升人机对齐效率。

推荐理由

Karpathy 这条语音输入 ramble 技巧,比精心写 prompt 更符合人性,读完后你也会想试试。

正文 · 原文

One pattern I find useful for working with LLMs is a nice long ramble session. Sometimes the LLM needs more bits to understand what you're trying to achieve, but you're too lazy to type them. In these cases I like to lean back, switch to /voice and just ramble for like 10 minutes, total mess, anything goes, full stream of consciousness. Sometimes I declare it up top, something like "switching to speech recognition sorry for any typos...". Sometimes I turn it into a small interview of a few turns. But I find that the LLMs are somehow very good at reconstructing long incoherent rambles and often their echo of your own tangle of thoughts comes out quite a bit cleaner than what you started with. The result is that you improve the mind meld and have to correct things less from that point on.

来源:Andrej Karpathy · x.com