Claude 企业嵌入模式重塑 LLM 交互
Karpathy 指出 LLM UIUX 正经历第三次范式转移:从网站到 App,再到无缝嵌入企业工作流的"团队成员"。这要求底层工程打通工具集成、计算环境、记忆与安全,实现像对人说话一样调用 AI。
Karpathy 选择在这个节点发声并非偶然——Anthropic 近期密集推 MCP 协议和 Claude for Work,说明"嵌入范式"已从理念进入产品化窗口期。这与微软 Copilot 的"侧边栏"思路本质不同:后者是 AI 依附于现有工具,前者是 AI 成为连接各工具的枢纽。
对 AI 工程师的关键信号是:模型能力差距在缩小,"集成深度"正成为新的竞争壁垒。做 B 端 AI 应用的团队,应该立刻评估现有产品是否还停留在"网页/App"层面,而非工作流原生层。Cursor、Notion AI 的成功已经验证了这个路径,下一个战场在垂直行业的工具链打通。
RT @SkinnerPm: We are the dumbest country in the universe. This is a twice-elected president speaking here.
查看原文 →This is a new paradigm for interacting with Claude that is significantly more "inline" with all the other human activity org-wide. Once you do all of the under the hood engineering work to make this "just work" (e.g. across tools, integrations, compute environments, memory, security, etc.), Claude basically joins the team in a seamless way - you can talk to it as you would talk to a person and it can help with a very large variety of workloads. Imo this is the 3rd major redesign of LLM UIUX. The first paradigm was that the LLM is a website you go to, the second was that it is an app you download to your computer. This third one is that it is a self-contained, persistent, asynchronous entity with org-wide tools and context, working alongside teams of humans. It really takes a while to wrap your head around it, but it works and it is awesome.
查看原文 →We’ve designed and built our first AI chip: Jalapeño. Designed from the ground up by OpenAI and brought to production with @Broadcom, Jalapeño is purpose-built for the LLM workloads powering ChatGPT, Codex, the API, and future agentic products. Chips are foundational to the AI economy. Building our own expands our full-stack platform from products to models to infrastructure, and will help us scale intelligence, serve more people, and expand access to AI.
查看原文 →We have a new version of GPT-5.5 Instant for you, and it's much more fun to talk to. Our most-used model is now better at understanding the intent behind a question and adapting its response accordingly. It also handles complex constraints more reliably and makes shopping and local recommendations more useful and cohesive. Rolling out today to paid users, tomorrow to free users.
查看原文 →RT @ddale8: Leaving aside the “Vandalism” stuff for a brief moment: President Trump’s claims today that the reflecting pool “never opened…
查看原文 →OpenAI DevDay 2026 applications are now open! Our biggest developer event gets even bigger. 📍 San Francisco 📅 September 29 Apply by July 10: https://t.co/BJyK2EbKuu
查看原文 →RT @GoogleDeepMind: Google DeepMind 🤝 @A24 We’re launching a research partnership with A24 to ensure the tools of the future are shaped by…
查看原文 →Are we honestly calling a Slack bot “a new paradigm”? Have we lost all decency?
查看原文 →RT @CleGuardians: Kahlil Watson's first Major League homer is a game-tying knock to right field! #GuardsBall | #VoteGuards https://t.co/d0…
查看原文 →RT @lionel_trolling: these fucking people man they just make shit up all the time
查看原文 →RT @barriere_dr: C’est elle qui a jeté Fauci en pâture relayé ensuite par RFK et Musk… Je vous le dis Le RN au pouvoir ça sera ça. On peut…
查看原文 →RT @EricTopol: "I do not believe that AI is likely to cure cancer anytime soon"—@2plus2makes5 https://t.co/iU4ysK2xzl In fact, AI has alrea…
查看原文 →I sent this to the entire team I’m currently working with. It’s a very good team, but they are still on a 10-year-old process with project managers that can’t read code, specialized developers, and a full QA team. I don’t think you can afford writing software using a 10-yo playbook.
查看原文 →I have a 20-year-old and a 10-year-old. The idea that I could do any work at an office is like a total fantasy. Offices are designed to take your soul away and turn you into a modern slave.
查看原文 →RT @DeryaTR_: I’m very excited about this article from @OpenAI on my attempt to use GPT-5 Pro to understand the results of an experiment we…
查看原文 →RT @jparkerholder: Huge congratulations to the Project Genie team on taking home the Cannes Lions Grand Prix for AI Craft! 🎉 Thank you @Can…
查看原文 →What happens to society’s collective intelligence after two or three years of everyone outsourcing their thinking to a chatbot? How many orders of magnitude dumber are we going to get? Can we start talking about that yet, or nah?
查看原文 →Claude Code can parse the whole Internet using Apify actors. And with MCP connectors, you can talk to servers and have your agents perform operations behind paywalls. Example (see the video here): Analyze a YouTube video and write the summary in a Notion page. Another example: Scrape the school calendar and automatically add the events to your Google Calendar. You can do all of this using Claude Code + Apify Skills. Setting this up takes a few seconds: • Open your Apify settings > API & Integrations • Connect your tool (Notion, Google Calendar, ...) • Authorize once Your actors will now have direct read and write access to those services. Here is a blog post with an explanation of how MCP connectors work in Apify: https://t.co/fjyHSTAx9O Thanks to the Apify team for partnering with me on this post.
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