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“AI” automated PR reviews mostly useless junk
The team that makes Cockpit, the popular server dashboard software, decided to see if they could improve their PR review processes by adding “AI” into the mix. They decided to test both sourcey.ai and GitHub Copilot PR reviews, and their conclusions are damning. About half of the AI reviews were noise, a quarter bikeshedding. The rest consisted of about 50% useful little hints and 50% outright wrong comments. Last week we reviewed all our exp … ⌘ Read more

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Design system annotations, part 2: Advanced methods of annotating components
How to build custom annotations for your design system components or use Figma’s Code Connect to help capture important accessibility details before development.

The post [Design system annotations, part 2: Advanced methods of annotating components](https://github.blog/engineering/user-experience/design-system-annotations-part-2-advanced-methods-of-annotating-component … ⌘ Read more

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Design system annotations, part 1: How accessibility gets left out of components
The Accessibility Design team created a set of annotations to bridge the gaps that design systems alone can’t fix and proactively addresses accessibility issues within Primer components.

The post [Design system annotations, part 1: How accessibility gets left out of components](https://github.blog/engineering/user-experience/design-system-annotations-part-1-how … ⌘ Read more

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必裝的一些 MCP Server 推薦(程序員篇)
玩 MCP 我是認真的,也寫了好幾篇的實操教程,當然了主要是自己的試用體驗分享。使用過程中發現可以用起來了,甚至可以串起來當作工作流的一環了。今天分享一下關於程序員必備的幾個,試着組合起來,提高自己的效率吧。GitHub MCP Server—————–推薦的理由:GitHub MCP Server 能與 GitHub API 實現無縫集成,爲開發者和工具提供高級的自動化和交 ⌘ Read more

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GhidraMCP 搭建及核心源碼閱讀
前言–手動逆向太費勁了 想找個 AI 助手幫我逆向一下 逛 github 的時候看到了一個 GhidraMCP 於是打算拿來用用 所以本文記錄一下 GhidraMCP 搭建以及源碼解析什麼是 MCP——-MCP(Model Context Protocol,模型上下文協議)是一種開放協議,旨在實現 大型語言模型(LLM) 應用與外部數據源、工具和服務之間的無縫集成,類似於網絡中的 HTT ⌘ Read more

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uv:統一的 Python 包管理
花下貓語:uv 項目自發布起就大受歡迎,目前 Github star 52.6 K,遠超過它的同類競品們。前不久,它的創始人在 X 上披露了一組驚人的數據:uv 曾佔據了 PyPI 超過 20% 的流量,用戶每天通過它發起約 4-5 億次下載請求!我在去年翻譯過 uv 首發時的新聞文章 [1],根據博客後臺不完整的統計,從 Google 搜索進入的訪問量已經超過 3000,妥妥成爲了我博客的搜索訪 ⌘ Read more

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Welcome to Maintainer Month: Events, exclusive discounts, and a new security challenge
This May marks the fifth annual Maintainer Month, and there are lots of treats in store: new badges, special discounts, events with experts, and more.

The post [Welcome to Maintainer Month: Events, exclusive discounts, and a new security challenge](https://github.blog/open-source/maintainers/welcome-to-maintainer-month-events-exclusive-discounts-and-a-ne … ⌘ Read more

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In-reply-to » Confession:

@movq@www.uninformativ.de @kat@yarn.girlonthemoon.xyz @quark@ferengi.one In 2014 one person created protocol ii. Later it forked in IDEC. Why i said this? Because it’s simple “federated” forum-like protocol where from your station fetch another every 5-10 minutes. Stations has topic-based channels like idec.talks, linux.16, haiku.os, zx.spectrum. In short it’s FIDO but.. more modern? Documentation: https://github.com/idec-net/new-docs (mostly Russian, but you can use translator, also protocol already translated to english)

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The AI-Powered DevOps revolution: Redefining developer collaboration
Collaboration is crucial to successful software delivery. Let’s dive into how AI can help your development teams decrease their time to delivery, and foster better communication and collaboration using GitHub Copilot.

The post [The AI-Powered DevOps revolution: Redefining developer collaboration](https://github.blog/ai-and-ml/github-copilot/the-ai-powered-devops-revolution-redefining-de … ⌘ Read more

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minidisc: Zero-config service discovery for Tailscale networks
It enables seamless advertisement and discovery of gRPC or REST services across a Tailnet without the need for a centralized server. Services equipped with Minidisc form a lightweight peer-to-peer network, ensuring that as long as a service is active, it remains discoverable.

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