AI Dynamics

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  • Context Rot Demands Specialization in AI Systems

    By

    @danshipper

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    prima facie as long as context rot is a thing you are going to need specialization or you're gonna have a bad time

    → View original post on X — @danshipper

  • Claude Code costs $200/month, Goose offers same features free

    By

    @craigbrownphd

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    Claude Code costs up to $200 a month. Goose does the same thing for free. venturebeat.com/infrastructu… [Translated from EN to English]

    → View original post on X — @craigbrownphd, 2026-04-07 00:01 UTC

  • ICML 2026 announces 44 workshops and 4 affinity workshops
    ICML 2026 announces 44 workshops and 4 affinity workshops

    By

    @thegautamkamath

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    We're excited to announce the 44 workshops and 4 affinity workshops to be held at #ICML2026! Read the blog post to see what they are, and learn more about the selection process. This year was exceptionally selective, with 247 submissions but only capacity to host 44 workshops

    → View original post on X — @thegautamkamath, 2026-04-06 23:58 UTC

  • Notion recommended as effective tool for AI workflows

    By

    @danshipper

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    we actually do, @NotionHQ is really good for this

    → View original post on X — @danshipper

  • AI Agents and Organizational Hierarchy: Why Specialization Still Matters

    By

    @danshipper

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    the idea that organizations don't need hierarchies anymore because of ai is silly for sure, there's an opportunity for fewer layers of middle management. but every experience i've had with agents leads me to believe that specialization and therefore hierarchy is extremely

    → View original post on X — @danshipper

  • pneuma-skills：AI与用户实时协作的智能创意工具
    pneuma-skills：AI与用户实时协作的智能创意工具

    By

    @elliotchen100

    –

    诸位都知道 @evermind 是 @shanda_group 系的吧，盛大下面好几个 AI Native 公司，这不来自 @TankaChat 的 bro 写了一个开源项目，觉得思路特别好，给大家科普一下。 先说一个你可能有过的体验： 你用 Claude Code 说"帮我做个网页"，AI 在终端里哗哗改代码，改完了你得自己开浏览器、找到文件、刷新页面才能看效果。觉得按钮颜色不对？切回终端，打字说"第二行那个蓝色按钮改成绿色"，AI 可能还不确定你说的是哪个按钮。改完再切回去刷新看。 整个过程就是：说 → 等 → 切 → 看 → 切回来 → 再说。来回跳，而且你用文字描述视觉问题本身就很不精确。 pneuma-skills 这个项目的做法是，把 AI 的工作区和你的预览区塞进同一个界面。AI 每改一行代码，你这边实时看到渲染结果。你觉得哪里不对，鼠标选中那个元素，AI 立刻知道你在说什么。 你可以理解成：你和 AI 在同一个 Google Docs 里协作，只不过 AI 负责写代码，你看到的是实时渲染出来的成品。 而且它不只能做一种东西。它内置了 8 个模式：网页设计、幻灯片、Markdown 文档、Excalidraw 手绘白板、draw.io 流程图、AI 插画，甚至还有一个"模式创建器"让你自己定义新的内容类型。 最让我觉得有意思的是两点： 一是它会记住你的审美偏好。你喜欢圆角、暗色系、大间距，用几次之后它就知道了，下次不用再说。这个偏好跨 session 持久化，换个项目也还在。 二是它有个叫 Evolution Agent 的东西，会分析你过去的操作，自动优化它自己的技能模板。意思是这个系统不是静态的，是会跟着你一起长的。 底层架构上，它抽象了三层契约，agent 后端是可插拔的，目前支持 Claude Code 和 OpenAI Codex。 我觉得这个项目指向了一个很重要的方向：AI 工具的下一个瓶颈不在模型能力，在交互界面。你和 AI 之间的沟通带宽越大，协作效率就越高。 这个项目盛大内部用了都觉得不错，推荐给诸位。 Ez Chan (@EzPandazki) 我本来觉得，做 PPT 应该早就每个人都有自己一套了。没想到这玩意儿好评度这么高～ 没什么好介绍的，反正 cc 天下无敌。如果有 cc 订阅（codex 也支持但是没测试过）的同学，评论自取吧。 — https://nitter.net/EzPandazki/status/2041184491490963550#m

    → View original post on X — @elliotchen100, 2026-04-06 23:41 UTC

  • Open-Source Models Dominate: 75-80% Performance at 10x Lower Cost

    By

    @clementdelangue

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    The biggest winners of last week were open-source and cheaper models MiniMax 2.7 Qwen 3.6 GLM 5 – Kimi 2.5 Usage is going exponentially up on…. you get about 75-80% performance as the closed models that are 10x more expensive

    → View original post on X — @clementdelangue, 2026-04-06 23:36 UTC

  • X Lists: The Secret to Building AI-Powered Apps and Services

    By

    @scobleizer

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    quite the data source Robert Scoble (@Scobleizer) I love X. Over the last 19 years I built a set of lists of the tech industry. That's at docs.google.com/document/d/1… And what can you do with lists? So much. Have @Pokee_AI or your favorite AI agent platform (Pokee includes the X API in as standard feature so you don't have to pay extra). On Saturday I had it watch my Climate list and make an app where it showed all the storms across America. That took a few minutes. I also built a separate app that watched my news lists (about 14,000 people and organizations) and made me an app to watch news about the Iran war. Lists are the secret. They are purified content for your AIs to use to build new kinds of apps. Like this one, which shows you the best from the AI community here on X: alignednews.com/ai That site could not exist without lists. Why? The X API won't let you find everyone in the AI world (that site reads tens of thousands of posts from 40,000 people and 8,300 companies every day). I spent thousands of hours making the lists and give them to you for free. No one has a set of lists of tech and news like I do, so if you don't use my lists your apps won't be as good, at least about AI and tech (I have a list of all the world news outlets too). And these lists can do a number of things. My site creates a script so you can have @NotebookLM create you a podcast from today's news, for instance. Thanks to the many subscribers I have. I don't do much extra for them but they subsidize my work, which is expensive (I'm spending about $300 a day on X API charges to build Aligned News, something I can't do forever, so my agents are now helping me send notes to investors over on LinkedIn to shake the tree to see if there's some real business here making custom news and market analysis. Something else you can do with my lists. After all, I have lists of more than 10,000 investors here, so AI can tell you about investing trends, and a lot more too. I now get why Elon bought X. AI lets you get a lot more value out of X and in a way very few have really explored. If you are using AI to build new ways to look at X, let me know. — https://nitter.net/Scobleizer/status/2041238734558142633#m

    → View original post on X — @scobleizer, 2026-04-06 23:26 UTC

  • SambaManaged: Turnkey AI Solution for Fast Deployment

    By

    @sambanovaai

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    SambaManaged, the first turnkey AI solution to go from idea to impact fast. ✅ Work smarter, not harder ✅ Deploy in weeks, not years ✅ Your models, your rules ✅ Scale effortlessly ✅ Managed or DIY sambanova.ai/products/sambam…

    → View original post on X — @sambanovaai, 2026-04-06 23:23 UTC

  • Zhejiang University Develops Jet-Propelled Flying Humanoid Robots

    By

    @ronald_vanloon

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    Jet-Propelled Humanoids? Zhejiang University Pushes #Robot Flight Forward by @XRoboHub #Robotics #EmergingTech #Innovation #Technology

    → View original post on X — @ronald_vanloon, 2026-04-06 23:16 UTC