每日简报

2026-05-25

Lum1104/Understand-Anything

TypeScript · ★ 25,656 · 🍴 2,224 · 📈 3,999 stars today

Graphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more.

中文介绍 把代码库转换为可搜索、可提问、可交互探索的知识图谱,帮助开发者理解结构、依赖和逻辑关系,适合接入各类代码助手进行代码审阅、重构和新项目上手。

rohitg00/ai-engineering-from-scratch

Python · ★ 15,889 · 🍴 2,831 · 📈 1,853 stars today

Learn it. Build it. Ship it for others.

中文介绍 面向人工智能工程实践的从零学习项目,强调边学边构建并交付可用成果,适合希望系统掌握模型应用、工程落地和产品化流程的开发者。

anthropics/claude-plugins-official

Python · ★ 27,221 · 🍴 2,906 · 📈 1,173 stars today

Official, Anthropic-managed directory of high quality Claude Code Plugins.

中文介绍 由官方维护的高质量克劳德代码插件目录,用于集中发现、选择和管理可信插件,适合开发者扩展编码助手能力、统一团队工具链和工作流。

anthropics/knowledge-work-plugins

Python · ★ 14,014 · 🍴 1,736 · 📈 550 stars today

Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork

中文介绍 面向知识工作者的开源插件集合,主要服务于克劳德协作环境,帮助处理文档、研究、整理和办公任务,适合分析师、运营、研究人员和团队协作场景。

multica-ai/andrej-karpathy-skills

★ 151,993 · 🍴 15,584 · 📈 2,551 stars today

A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.

中文介绍 通过单个项目记忆文件改进克劳德代码行为,吸收安德烈·卡帕斯对大模型编码常见陷阱的观察,适合希望规范代理习惯、降低误改和跑偏风险的开发者。

earendil-works/pi

TypeScript · ★ 53,906 · 🍴 6,438 · 📈 456 stars today

AI agent toolkit: coding agent CLI, unified LLM API, TUI & web UI libraries, Slack bot, vLLM pods

中文介绍 面向人工智能代理开发的工具箱,涵盖编码代理命令行、统一大模型接口、终端与网页界面库、聊天机器人和推理部署组件,适合构建多形态代理应用。

Alishahryar1/free-claude-code

Python · ★ 29,140 · 🍴 4,376 · 📈 553 stars today

Use claude-code for free in the terminal, VSCode extension or discord like OpenClaw (voice supported)

中文介绍 提供在终端、代码编辑器扩展或聊天平台中免费使用克劳德代码的方案,并支持语音交互,适合想低成本体验编码助手、搭建个人开发辅助流程的用户。

colbymchenry/codegraph

TypeScript · ★ 21,894 · 🍴 1,218 · 📈 3,003 stars today

Pre-indexed code knowledge graph for Claude Code, Codex, Cursor, OpenCode, and Hermes Agent — fewer tokens, fewer tool calls, 100% local

中文介绍 为代码库预先建立本地知识图谱,供克劳德代码等编码代理检索上下文,减少令牌消耗和工具调用次数,适合大型项目理解、问答、审阅和重构场景。

Agentic Chat is Now Live on Venice

@AskVenice · 66.9K 粉丝 · 6.8M 阅 · 986 赞 · 117 转

Venice's default chat is now an agent that breaks complex tasks into steps, selects the right tool for each step, and delivers results across text, images, video, search, and more in a single

中文介绍 威尼斯默认聊天升级为智能体模式,可把复杂任务拆成步骤,并为每步选择合适工具,统一处理文本、图像、视频、搜索等结果,属于产品能力发布。

20 AI Concepts You Must Understand in 2026

@sairahul1 · 101.3K 粉丝 · 6.1M 阅 · 2.3K 赞 · 391 转

Everyone uses AI. Almost nobody understands how it actually works. People throw around words like transformers, embeddings, RAG, agents, RLHF… …as if everyone already knows. Most don't. And

中文介绍 整理二十个二〇二六年必须理解的人工智能概念,覆盖转换器、嵌入、检索增强生成、智能体、人类反馈强化学习等,面向只会使用但不懂原理的人补基础。

How to Actually Set Up Claude. 40 Features Most Users Have Never Touched

@eng_khairallah1 · 58.6K 粉丝 · 1.8M 阅 · 744 赞 · 91 转

Most people download Claude and start typing questions immediately. Save this :) They treat it like a chatbot. They get decent answers. They think that is all it does. Meanwhile a small group of users

中文介绍 讲解如何真正配置克劳德,强调多数人只把它当聊天机器人,忽略约四十项高级功能;重点是从默认问答切到更系统的个人工作台设置。

How to Build Your First Team of AI Agents Using Claude (Full Course)

@eng_khairallah1 · 58.6K 粉丝 · 1.5M 阅 · 737 赞 · 99 转

Everyone is talking about AI agents. Save this :) Build an agent. Deploy an agent. Agent this. Agent that. But when you actually sit down to build one, you hit a wall. The tutorials assume you already

中文介绍 一套用克劳德搭建首个智能体团队的完整教程,针对新手实际动手时卡在架构、部署和协作分工的问题,试图把热门概念落到可执行流程。

20 Claude Skills Most Builders Don't Know Exist

@sairahul1 · 101.3K 粉丝 · 908.0K 阅 · 506 赞 · 66 转

A prompt is a one-time thing. You write it. Claude uses it. The session ends. Next time you open Claude, it is gone. You write it again. Slightly different. Slightly worse. You spend the first five

中文介绍 解释二十个很多开发者不知道的克劳德技能能力,核心观点是提示词只是一次性输入,而技能能把固定流程长期保存复用,减少每次重写导致的漂移。

I built a Hermes Agent that makes $10k/mo with clipping pages while I sleep (full-guide)

@VadimStrizheus · 30.4K 粉丝 · 810.7K 阅 · 525 赞 · 28 转

Clippers are getting paid $1,000,000 a month right now. Not the streamers. The clippers. I built the agent stack to print clips while you sleep. Clipping, captioning, scheduling, posting. All of it

中文介绍 展示一个赫尔墨斯智能体变现工作流,用于自动剪辑、加字幕、排程和发布短视频;文中声称剪辑号月入可达一百万美元,个人栈月入一万美元。

The Claude Code Setup Behind Shopify's 23,000 Engineers (Exact Config You Can Copy)

@zodchiii · 18.2K 粉丝 · 656.8K 阅 · 505 赞 · 44 转

Shopify's 23,000 engineers are racing to automate 96% of their coding by Q3 this year. They run multiple Claude Code agents in parallel, each handling a different part of the codebase while engineers

中文介绍 拆解购物平台工程团队的克劳德代码配置,称二万三千名工程师并行运行多个代码智能体,分别处理代码库不同部分,目标是在三季度自动化九成以上编码。

X API + Hermes via xurl skill

@XDevelopers · 682.5K 粉丝 · 207.6K 阅 · 569 赞 · 67 转

Hermes is an open-source AI agent from Nous Research that runs in your terminal. Out of the box it comes with a skill called xurl that lets the agent read and write to X on your behalf — posting,

中文介绍 介绍赫尔墨斯终端智能体与社交平台接口的结合:通过内置技能让智能体代用户读取和写入社交内容,包括发帖等操作,偏开发者工具集成示例。

[AINews] All Model Labs are now Agent Labs

a quiet day lets us tie together a few quotes as all model labs become agent labs

中文介绍 Latent Space 指出,主要模型实验室正从单纯模型研发转向智能体产品与平台建设,并通过多方观点梳理这一行业趋势。

Google I/O showed how the path for AI-driven science is shifting

During Tuesday’s Google I/O keynote, Demis Hassabis, the CEO of Google DeepMind, proclaimed that we are currently “standing in the foothills of the singularity.” It was a striking statement—the singularity is the theoretical future moment when AI rapidly exceeds human intelligence and dramatically t

中文介绍 MIT Technology Review 报道,Google DeepMind CEO Demis Hassabis 在 Google I/O 主题演讲中称人类正站在「奇点」山脚下,反映 AI 驱动科学路径正在转变。

[AINews] New AI Infra unicorns: Exa, Modal, TurboPuffer

a quiet day lets us feature fundraises!

中文介绍 Latent Space 关注 AI 基础设施融资动态,提到 Exa、Modal、TurboPuffer 等新晋独角兽公司,显示资本继续投向 AI Infra 领域。

OpenAI named a Leader in enterprise coding agents by Gartner

OpenAI is named a leader in the 2026 Gartner Magic Quadrant for Enterprise AI Coding Agents, with Codex recognized for innovation and enterprise-scale deployment.

中文介绍 OpenAI 称其被 Gartner 评为 2026 年企业 AI 编码智能体魔力象限领导者,Codex 因创新能力和企业级部署规模获得认可。

How Virgin Atlantic ships faster with Codex

How Virgin Atlantic used Codex to ship its revamped mobile app on a fixed holiday travel deadline, reaching near-total unit test coverage and zero P1 defects.

中文介绍 OpenAI 报道称,Virgin Atlantic 使用 Codex 在固定假日出行期限前交付新版移动应用,实现接近完整的单元测试覆盖,并达到零 P1 缺陷。

In Ukraine, a Divisive 20th-Century Hero Comes Home

Andriy Melnyk, criticized as a Nazi collaborator and lionized as an anti-Soviet resistance leader, was given state honors for his reburial near Kyiv.

中文摘要 乌克兰为安德烈·梅利尼克在基辅附近重新安葬并给予国家荣誉。梅利尼克被部分人批评为纳粹合作者,也被支持者视为反苏抵抗领袖。

Trump says a deal to end war with Iran is near, but many questions remain

U.S. and Iran are nearing a tentative deal to end the conflict, reopen the Strait of Hormuz, and curb Tehran's uranium stockpile — though major details remain unresolved.

中文摘要 美国与伊朗接近达成临时协议,内容包括结束冲突、重开霍尔木兹海峡和限制德黑兰铀库存,但多项关键细节仍未解决。

Has the U.S. lost the war in Iran?

As both the US and Iran signal a peace deal is near, Robert Kagan, a Senior Fellow at the Brookings Institution, says the U.S. will likely come out weaker than before the war.

中文摘要 在美伊均释放和平协议接近达成信号之际,布鲁金斯学会高级研究员罗伯特·卡根认为,美国战后地位可能弱于战前。

Remains of lost arctic explorers identified with DNA, nearly two centuries later

New research shines a light on the lost Franklin Expedition, a 19th century voyage to the Canadian Arctic gone awry.

中文摘要 新研究利用脱氧核糖核酸鉴定近两个世纪前失踪的富兰克林探险队成员遗骸,揭示这次十九世纪加拿大北极航行失败的更多线索。

Caught Flat-Footed, a City Races to Catch Up With Ebola

The deadly virus has spread alarmingly in Congo for months. Only now is the response taking shape.

中文摘要 刚果埃博拉疫情已持续数月并引发警报,相关城市应对一度滞后,目前防控和医疗响应才开始逐步成形。

Israel’s President, Isaac Herzog, Denounces Israeli Violence

In a speech, Isaac Herzog, whose role is largely ceremonial, delivered a grave indictment of settler attacks in the West Bank and abuse of prisoners.

中文摘要 以色列总统艾萨克·赫尔佐格在讲话中谴责以色列暴力行为,重点批评约旦河西岸定居者袭击及囚犯遭虐待问题。

Uber weighs higher bid for Delivery Hero, FT reports - Reuters

Uber weighs higher bid for Delivery Hero, FT reports Reuters

中文摘要 路透援引英国《金融时报》报道称,优步正在考虑提高对德国外卖平台Delivery Hero的收购报价,相关谈判细节未披露。

These Are 5 of the Main Issues to Be Resolved in an Iran-U.S. Peace Deal

President Trump says the U.S. and Iran could be close to a peace deal. The big issues at stake include the fate of Iran’s nuclear program and reopening the Strait of Hormuz.

中文摘要 特朗普称美国与伊朗可能接近和平协议。待解决核心问题包括伊朗核计划去向、霍尔木兹海峡重开以及相关安全安排。

Number of suspected Ebola cases in DR Congo passes 900 as health workers face attacks and shortages

World Health Organization says outbreak poses ‘very high’ risk for Congo, but risk of disease spreading globally remains low Congolese authorities say that suspected Ebola cases have now passed 900 in the ongoing outbreak in the east of the country. The Congolese ministry of communication, in a post

中文摘要 刚果民主共和国东部埃博拉疑似病例已超过900例。世界卫生组织称该国风险「非常高」,但全球传播风险仍低,医护还面临袭击和物资短缺。

Israeli Leader Says He and Trump Agree On Blocking an Iranian Nuclear Weapon

Analysts said Israel was worried that a potential agreement would not significantly degrade Iran’s nuclear and missile capabilities.

中文摘要 以色列领导人称其与特朗普一致反对伊朗获得核武器。分析人士称,以方担心潜在协议不足以显著削弱伊朗核与导弹能力。

Kyiv, Ukraine, Hit in Russian Missile Attack

Buildings rattled in the Ukrainian capital for hours early Sunday. Russia launched an Oreshnik intermediate-range ballistic missile for only the third time in the war.

中文摘要 乌克兰首都基辅周日凌晨遭俄军导弹袭击,建筑物数小时震动。俄罗斯在战争中第三次发射「榛树」中程弹道导弹。

DR Congo Ebola cases rise amid distrust, armed conflict zone

Africa races to contain a fast-spreading Ebola outbreak threatening 10 countries as infections spill from eastern Congo into Uganda.

中文摘要 刚果民主共和国埃博拉病例在不信任和武装冲突地区上升,疫情从东部刚果外溢至乌干达,非洲正加紧遏制可能威胁10国的传播。

Oil, Dollar Slide on Optimism Over US-Iran Deal: Markets Wrap - Bloomberg.com

Oil, Dollar Slide on Optimism Over US-Iran Deal: Markets Wrap Bloomberg.com

中文摘要 彭博报道,市场对美国与伊朗达成协议的乐观预期升温,推动油价和美元走低,投资者重新评估地缘政治风险对能源和外汇市场的影响。

FirstFT: Xi Jinping lambasted Japan’s ‘remilitarisation’ at Donald Trump summit

Also in today’s newsletter: Trump says US will not rush deal with Iran, and Russia pounds Ukraine with hypersonic ‘Oreshnik’ missile

中文摘要 英国《金融时报》早报称,习近平在与唐纳德·特朗普会晤时批评日本「重新军事化」。同日报道还提到,特朗普称美国不会急于同伊朗达成协议,俄罗斯用「榛树」高超音速导弹打击乌克兰。

Uber weighs higher bid for Delivery Hero after €11.5bn offer rebuffed

San Francisco-based group approached major shareholder in German food group

中文摘要 优步正考虑提高对德国外卖集团 Delivery Hero 的收购报价。此前其 115 亿欧元报价遭拒,这家总部位于旧金山的公司已接触 Delivery Hero 的主要股东。

West Ham relegated from Premier League

Tottenham survive as east London club ends 14-year spell in top flight of English game

中文摘要 西汉姆联从英超降级,结束在英格兰顶级联赛连续 14 年的征程。托特纳姆热刺则成功保级,相关结果改变了本赛季英超降级格局。

Robotaxis need to be tested in real traffic

To achieve safe, cost-effective autonomy we need to see how other road users react to the vehicles

中文摘要 英国《金融时报》评论称,自动驾驶出租车需要在真实交通环境中测试,才能评估其他道路使用者对车辆的反应,并推动安全、具成本效益的自动驾驶落地。

ECB summons banks to urge them to fix flaws exposed by latest AI models

Supervisor to stress seriousness of risks to financial system at hastily arranged meeting

中文摘要 欧洲央行召集银行开会,要求修复最新人工智能模型暴露出的缺陷。监管方将在临时安排的会议上强调相关风险对金融体系的严肃性。

Financial reforms set to give £1.6bn boost to City of London

Government assessment comes as Rachel Reeves champions district as driver of economic growth

中文摘要 英国政府评估称,金融改革有望为伦敦金融城带来 16 亿英镑提振。财政大臣蕾切尔·里夫斯正将该金融区定位为经济增长的重要驱动力。

Short sellers reap more than $2.3bn profit betting against gambling companies

Online groups under pressure from jump in prediction markets’ popularity in US and steep tax rises in UK

中文摘要 做空者通过押注博彩企业股价下跌获利超过 23 亿美元。在线博彩集团承压,原因包括美国预测市场热度上升,以及英国相关税负大幅提高。

Centerbridge in talks to buy stake in $3bn real estate firm

Potential investment in Merritt Properties comes amid a busy stretch for acquisitions in commercial property

中文摘要 Centerbridge 正洽谈收购房地产公司 Merritt Properties 股权,该公司估值约 30 亿美元。潜在投资发生在商业地产并购活动较为活跃的阶段。

Why IPO mania could signal top of the market

A potential deluge of AI-related equity supply removes a source of upthrust for prices

中文摘要 英国《金融时报》分析称,首次公开募股热潮可能暗示市场接近高点。人工智能相关企业潜在大规模股票供给,或削弱支撑股价上行的资金动力。

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