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Finally, a good paper testing whether Agent Skills actually help. Worth reading if you are maintaining a skill library in a team. WebDev-Skills-Bench runs 31 public WebDev Skills over 50 Web-Bench projects and 1,000 ordered tasks, with a length-matched irrelevant control so prompt-length effects can be separated from Skill content. Injecting the target Skill reduces mean Pass@2 by 1.3% to 4.2%, lowers task completion depth, and raises token cost by 72% to 394%. Gains show up in 17% to 36% of Skill-project pairs. The controls split the damage into two failure modes. Some models are length-distracted, where an equally long irrelevant Skill reproduces most of the loss. Others are content-misled, where prompt length is neutral, and the Skill content still costs 1.1 to 1.4 points. Other findings: > Losses concentrate on easy early tasks > Skill rankings transfer weakly across models > Anti-pattern rules outperform example-heavy content inside the Skills that do help Paper: Track more trending AI papers in our academy:

Mac image compression tool: ImgZilla Most compressors create new files — which means you have to recheck every reference in your website or code project. ImgZilla does it differently: • Compress in place (same filename & folder structure) • Fully local on macOS — no uploads • Batch optimize PNG / JPEG / WebP / AVIF Perfect for Mac users who maintain websites and project assets long-term. 👉 #MacApps# #DevTools# #WebDev#

Mac 图片压缩工具：ImgZilla 很多图片压缩工具会生成新文件，但对于网站和代码项目来说，文件名变化意味着还要重新检查引用。 ImgZilla 支持： • 原地压缩，不改文件名和目录结构 • macOS 本地处理，不上传图片 • 批量优化 PNG / JPEG / WebP / AVIF 适合长期维护网站和项目资源的 Mac 用户。 👉 #MacApps# #DevTools# #WebDev#

我用 AI 做了一个东方文化主题的网站：善缘阁 从页面设计到完整交互流程，这次把这些功能真正跑通了，全程 AI ，自己没有写一行代码 体验地址： #BuildInPublic# #AI# #WebDevelopment# #IndieHacker#

finally liquid glass web is here and it's open source. real WebGL refraction, chromatic aberration, liquid motion not usual backdrop-filter css hack. playground at code at MIT so do whatever you want with it #LiquidGlass# #OpenSource# #ReactJS# #WebGL# #UIComponents# #FrontendDevelopment# #CSS# #JavaScript# #WebDev# #UI# #UX# #React# #ComponentLibrary# #OpenSourceSoftware# #Frontend#

Our first release is Gemini 3 Pro, which is rolling out globally starting today. It significantly outperforms 2.5 Pro across the board: 🥇 Tops LMArena and WebDev @arena leaderboards 🧠 PhD-level reasoning on Humanity’s Last Exam 📋 Leads long-horizon planning on Vending-Bench 2

2.5 Pro is now the best model for coding and learning. With a strong ELO score of 1415, it’s topping the WebDev Arena leaderboard - and it incorporates LearnLM, our family of models fine-tuned for learning built with educational experts. #GoogleIO#

This latest version of Gemini 2.5 Pro leads on the WebDev Arena Leaderboard - which measures how well an AI can code a compelling web app. 🛠️ It also ranks #1# on @LMArena_ai in Coding.

如果你的网站或者APP也想做苹果味十足、丝滑解压的液态微交互 今天继续给兄弟们 分享一个超惊艳的开源组件库：Liquid Gooey 专为 React 打造的水滴黏滞融合动效： • 彻底解决传统滤镜文字发虚、图标变形的硬伤 • 自带高级微投影，质感直接拉满 • 悬浮菜单、Tab 滑块、表单联动拿来即用 • 支持 Spring 物理回弹，手感极其解压 npm install liquid-gooey 就能直接跑起来 体验地址已放评论区👇 喜欢的兄弟点赞收藏，防止用的时候找不到 #WebDesign# #UIUX# #React#