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原文
Andrej Karpathy· @karpathy · X·· 2026-07-22AI 评分28
AI 导读

Andrej Karpathy 提出在 LLM 交互中采用“长语音闲聊”模式,建议用户通过 /voice 功能进行 10 分钟的自由语音输入。他指出 LLM 擅长重组无结构语音,能将杂乱的思绪转化为更清晰的逻辑结果,从而显著提升后续人机协作的准确度与效率。

正文

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