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# Claude Agent Skills: A First Principles Deep Dive ## Introduction Claude's **Agent Skills** system is a sophisticated, **prompt-based meta-tool architecture**. Rather than executing code, these skills **inject specialized instructions** to extend Claude’s capabilities via **prompt expansion** and **context modification**. This article explains **from first principles** how Claude’s
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Running AI Models Locally: Reality Check It’s remarkable that we can now run powerful AI models entirely on our own hardware. From downscaled DeepSeek variants to gpt-oss-20b, a wide range of models can operate on many computers. However, let's be honest: these local models still lag far
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Episode Notes About Mithril Mithril’s Omnicloud platform aggregates and orchestrates multi‑cloud GPUs, CPUs, and storage — giving you a single unified platform to access all your infrastructure. Connect with Jared Quincy Davis * Twitter (X): @JaredQ_ * LinkedIn: Profile Community Shoutout 🎉 Razzi Abuissa earned the Populist badge on Stack Overflow for
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Sauce Labs Launches Sauce AI for Insights Sauce Labs has introduced Sauce AI for Insights, an AI-powered analytics capability designed to revolutionize how teams interpret and act on complex test data. --- Purpose and Positioning * First AI agent built specifically for software quality intelligence. * Transforms overwhelming volumes of test output
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Three Shifts in Global Gen Z’s Social Interaction Patterns As global environmental uncertainty intensifies and the digital ecosystem rapidly evolves, Gen Z worldwide is moving toward flexible, low-burden “light socializing.” This is more than a behavioral change — it’s an adaptive survival strategy for navigating complex and volatile environments.
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Google Pushes Robotics Advantage with Gemini 3 After the sweeping success of Gemini 3, Google has made another heavyweight move — hiring Aaron Saunders, former CTO of Boston Dynamics and the mind behind advanced legged robots like Atlas, capable of backflips and choreography. Saunders will now serve as Vice President of
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This week's Java roundup for November 17th, 2025, features news highlighting: an update on Jakarta EE 12; patch set updates for Liberica JDK; the December 2025 beta release of Open Liberty; and maintenance releases of Quarkus, JobRunr, OpenXava, JDKUpdater and Gradle. JDK 26 Build 25 of the JDK
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Disclaimer: The details in this post have been derived from the details shared online by the Zalando Engineering Team. All credit for the technical details goes to the Zalando Engineering Team. The links to the original articles and sources are present in the references section at the end of the
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> > 金磊 发自 凹非寺 > 量子位 | 公众号 QbitAI > 两个AI顶流终于是碰到了一起，这回设计师们真要慌了但也可能是大意过望了—— 因为Lovart，这个顶流设计师Agent，现在已经正式接入Nano Banana Pro了！ △图片由AI生成 就拿做海报这件事，不论你有没有设计技术傍身，只需要“脑洞大开+一句话”即可。 例如我们拿着一张女团BlackPink的合影和一张东北雨姐的照片，附上一句Prompt： > > 把BlackPink里的四个人物的面部全部替换为东北雨姐的面部特征，发型不变；以及上半身衣服变成东北雨姐的花棉袄，但BlackPink所有成员的姿势不变。然后再在海报合适的地方添加“DIE π IN YOUR AREA”字样。 > △图片由AI生成 而要调用Nano Banana Pro也是非常简单，一个@的动作就搞定了： 不仅如此，我们还可以用自然语言继续在Lovart中调用更多的模型，利用Sora 2来生成一段视频。
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> > 衡宇 发自 凹非寺 > 量子位 | 公众号 QbitAI > 您猜怎么着？Nano banana的新玩法就像路易十六，根本看不到头。 今天一睁眼，就发现Pro版本带着咱掉进无限套娃的世界里了，be like： 求问，到底是先有的这张照片，还是先有的这幅油画？（doge） 想要画出这张图，需要的提示词非常简单： > > 1998年的一张业余摄影作品。画面中，一位中年艺术家正在将电脑屏幕上的图像亲手复制到一张绷好的油画布上，但这个图像本身其实就是这位艺术家绘制该递归图像时的拍摄画面。 > 这张照片的原作者、Reddit网友r/ChatGPT连连惊叹，表示Nano Banana Pro画的这张图真的惊艳到他了—— 老式显示器发出的光晕，画布下溅上去的颜料，还有画面右下方那个傻瓜相机的时间戳……r/ChatGPT像欣赏一张传世名画一样把这张图放大看了20分钟。 要知道，r/ChatGPT皮下是Riley Goodside，被业内普遍认为是最早一批“提示工程师”之一，甚至被媒体称为“
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LLM SVG Generation Benchmark (via) Here's a delightful project by Tom Gally, inspired by my pelican SVG benchmark. He asked Claude to help create more prompts of the form Generate an SVG of [A] [doing] [B] and then ran 30 creative prompts against 9 frontier models - prompts
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智能手机卫星通信全解析 2023 年 8 月 29 日，全球首款支持卫星语音通话的大众智能手机——华为 Mate 60 Pro在各大电商平台悄然上架。“卫星通话”这一功能，让人们的视线从地面基站再度投向了太空。 两年过去，越来越多的手机厂商宣布支持“卫星通讯”。然而，宣传中的“卫星通讯”概念却显得模糊混乱：无论是应急短信、卫星通话，还是未来的卫星上网，这些功能在技术路径、成本结构和使用限制上差距巨大。 下面，我们从过去和现在出发，探寻它的未来。 --- 什么是“卫星通讯”？ 通信的定义非常广，从简单信号传输到高清视频通话都涵盖其中。因此，在讨论之前，我们先明确一下，厂商所宣传的“卫星通讯”到底指什么。 苹果在 2022 年为 iPhone 14 引入了 Emergency SOS via