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SiliconFlow· @SiliconFlowAI · X·· 2026-05-12精选AI 评分74
AI 导读

信息的结构与呈现方式本身正成为AI智能层的关键。当前,让大语言模型以HTML格式输出,能提供比默认Markdown更丰富的视觉布局与交互性,是值得尝试的技巧。长远来看,人类虽偏好用音频输入,但视觉(图像/动画/视频)才是更理想的AI输出形式,因为大脑约三分之一皮层专司视觉处理。AI输出形态将沿“原始文本→Markdown→HTML→交互式神经视频/模拟”的路径演进,最终可能由扩散神经网络直接生成交互视频。同时,输入方式也需融合音频、文本、视频及手势等多模态交互。在人机输入输出深度融合方面,仍有巨大发展空间。

推荐理由

Karpathy 给的路线图从文本到 HTML 再到神经视频,其中第一步的‘让 LLM 输出 HTML’你今晚就能用上。未来交互形态的思考,值得产品经理细读。

正文 · 原文

Sometimes it’s not just about the answer itself.
How information is structured and presented is becoming part of the intelligence layer🧐

引用Andrej Karpathy@karpathy
This works really well btw, at the end of your query ask your LLM to "structure your response as HTML", then view the generated file in your browser. I've also had some success asking the LLM to present its output as slideshows, etc. More generally, imo audio is the human-preferred input to AIs but vision (images/animations/video) is the preferred output from them. Around a ~third of our brains are a massively parallel processor dedicated to vision, it is the 10-lane superhighway of information into brain. As AI improves, I think we'll see a progression that takes advantage: 1) raw text (hard/effortful to read) 2) markdown (bold, italic, headings, tables, a bit easier on the eyes) <-- current default 3) HTML (still procedural with underlying code, but a lot more flexibility on the graphics, layout, even interactivity) <-- early but forming new good default ...4,5,6,... n) interactive neural videos/simulations Imo the extrapolation (though the technology doesn't exist just yet) ends in some kind of interactive videos generated directly by a diffusion neural net. Many open questions as to how exact/procedural "Software 1.0" artifacts (e.g. interactive simulations) may be woven together with neural artifacts (diffusion grids), but generally something in the direction of the recently viral https://x.com/zan2434/status/2046982383430496444 There are also improvements necessary and pending at the input. Audio nor text nor video alone are not enough, e.g. I feel a need to point/gesture to things on the screen, similar to all the things you would do with a person physically next to you and your computer screen. TLDR The input/output mind meld between humans and AIs is ongoing and there is a lot of work to do and significant progress to be made, way before jumping all the way into neuralink-esque BCIs and all that. For what's worth exploring at the current stage, hot tip try ask for HTML.
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来源:SiliconFlow · x.com