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NO. 027

Karpathy 3 分钟搓出视频聚合站

#TWEET_DIGEST X (Twitter) 2026.11.08
推荐指数 45.0 NO. 027 · 2026.11.08
推文19点赞30,139转发3,240Tweets19

Karpathy 用 Claude Code 花 3 分钟把一份 YouTube 频道清单做成 TristanTube,聚合 4.7 万条视频并加了 TV 模式。这再次验证了 AI 编程工具让个人开发者能以分钟级交付完整产品,独立黑客的启动成本正在趋近于零。

Karpathy 这条推文的真正信号不是「又做了一个小工具」,而是他选择公开演示这个 workflow——用自然语言描述需求,Claude Code 一次性生成可部署的完整应用。这和他之前在 Tesla、OpenAI 时期强调的「手写 CUDA 内核」形成鲜明对比,说明顶尖工程师的注意力正在从底层优化转向 AI 辅助的极速迭代。

对读者的行动建议:如果你还在用传统方式做 MVP,现在就该把 Claude Code、Cursor Agent 或 Windsurf 的 autonomous 模式纳入日常 workflow。不是替代编码能力,而是把「从想法到可点击原型」的周期从几天压缩到几小时,这在验证 PMF 阶段是决定性优势。

@ylecun Likes 5.7k Reposts 1.3k

RT @PhillipsPOBrien: Watching all these Republican attempts to explain why they lost the election is painful, because they cannot come out…

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@demishassabis Likes 4.2k Reposts 180

RT @antigravity: The Antigravity interface has a new look & feel. Many of you have already seen it, so let us know what you think! https://…

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@karpathy Likes 4.1k Reposts 290

Earlier this week Tristan published his top YouTube channels: https://t.co/NZ3UCNo6cT Which looked excellent so clearly I had to turn it into TristanTube: https://t.co/l0KyW1WdNH 47K super nerdy videos +TV mode for laid back watching. (One-shotted with Claude Code in 3 minutes)

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@OpenAI Likes 3.5k Reposts 262

A new way to measure how AI agents handle the routine analyses of wet-lab science—BioBasicsBench. Developed with Ligo, a biotech company focused on enzyme design, the benchmark draws on 100 tasks from real experiments to test whether agents can interpret raw lab data, identify errors, and recognize when the evidence doesn’t support a conclusion. Accelerating biological research starts with getting the everyday work right. BioBasicsBench shows where models need to improve, and helps us track what those gains mean for scientific progress, biosafety, and biosecurity. https://t.co/wN2xLk0YeW

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@demishassabis Likes 2.5k Reposts 243

RT @GoogleAI: Meet Gemini Omni 1.2 Flash ⚡️ We’ve made the model more cost-effective, bumped the video generation and editing limit up to…

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@demishassabis Likes 2.1k Reposts 55

RT @_mohansolo: We just redesigned the Antigravity app to be much more sleek and delightful to use! Hope you all enjoy it. More to come in…

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@ylecun Likes 1.8k Reposts 275

RT @SamuelFitouss10: - Je ne vois AUCUNE raison de continuer à entraîner des modèles d’IA toujours plus puissants. - Guérir le cancer ? -…

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@OpenAI Likes 1.5k Reposts 124

We partnered with @fmf_org and its member firms on a new framework to help identify when bypassing an AI system's safeguards could enable serious cyber harm, and prioritize stronger protections. "...This framework is an important step toward a common methodology for evaluating and comparing the severity of cyber jailbreaks, including the capabilities they unlock and how readily they can be used. Shared approaches like this can help the AI and security communities build a clearer evidence base and prioritize improvements to safeguards." - OpenAI's Sasha Baker, Head of National Security Policy https://t.co/epOq98YPau

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@demishassabis Likes 1.3k Reposts 178

RT @GoogleDeepMind: We’re sharing new research demonstrating how AI agents can accelerate the science of stress-testing encryption. Guided…

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@svpino Likes 909 Reposts 105

RT @_doubleAI_: 1/ What if an LLM could not just edit a model's weights, but re-architect it as it trains? We tried just that. The resulti…

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@sama Likes 489 Reposts 52

RT @fouadmatin: Today’s GPT-6 Cyber release is a meaningful step for defenders: stronger vulnerability research and better alignment. We’ve…

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@demishassabis Likes 473 Reposts 68

RT @pushmeet: The @GoogleDeepMind Science team is sharing two key cryptographic advances today uncovering weaknesses in legacy 1024-bit RSA…

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@DrJimFan Likes 462 Reposts 55

CoRL Keynote. Hilton Austin. Monday Nov 9, 1:45 pm. 2 days countdown. Something extraordinary. https://t.co/GsxrP3asUa

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@DrJimFan Likes 352 Reposts 17

I'm giving a Keynote talk at CoRL next Monday Nov 9, please come by at 1:30 pm at Hilton Austin! We've been cooking 👀

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@ylecun Likes 212 Reposts 23

RT @ylecun: @gabriberton Several comments: 1. image/video SSL methods differ by whether they use reconstruction or not. Joint embedding arc…

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@ylecun Likes 197 Reposts 22

RT @PolymathicAI: Interested in building what’s next in AI for Science? Join us at PolymathicAI in New York (NYU + Flatiron). We are looki…

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@svpino Likes 137 Reposts 12

There are 10,000 things you can do with small models running on your local computer. Many small models today compete very well with larger models at a fraction of the cost. @thewebAI released an 8.8B-parameter model that's a dream, and now they have a Mac app that you can run on your computer.

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@Anthropic Likes 130 Reposts 1

Wordle 1,965 4/6 ⬛⬛🟨🟨⬛ ⬛⬛⬛⬛⬛ ⬛🟩🟩🟩🟩 🟩🟩🟩🟩🟩

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@svpino Likes 92 Reposts 10

The way these guys are doing streaming speech recognition is really cool. #1 on Hugging Face's ASR Trending list: Confucius4-R2T2 from @NetEaseYouDaoAI. It hit #1 within 4 days of release. It now has 200K+ cumulative downloads worldwide, including quantized versions. I read their paper, and here is what you should know: https://t.co/jbJblFt2AO

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