2026-06-28（内容获取于 06/28 14:37）

Indian payments chief thinks AI will be heavily involved in next era of digital payment growth

TechCrunch · 06/28 13:00

Dilip Asbe said that newer UPI apps could be more competitive with a viable commercial model

中文介绍 印度支付系统公司（NPCI）首席执行官Dilip Asbe预测，人工智能将在印度数字支付的下一阶段增长中扮演重要角色。他指出，随着商业模式的成熟，新兴的统一支付接口（UPI）应用程序有望显著提升市场竞争力。

Instagram is testing more ways to customize ‘Your Algorithm’

TechCrunch · 06/28 05:27

Instagram users could soon see more ways to tune their content.

中文介绍 Instagram 正在测试更多方式，让用户能够自定义其内容推荐算法。未来，用户有望更精细地调整自己在平台上看到的内容，以优化个人使用体验。

Teenage Engineering adds lo-fi mode, USB audio, and more to its KO II sampler

The Verge · 06/28 05:20

Teenage Engineering has already issued multiple substantial updates for its surprisingly capable $329 EP-133 KO II sampler. Its latest is one of the biggest yet. OS 2.5 adds audio over USB, selectable sample rates for lo-fi fun, sample reverse, an arpeggiator, equal-length autochopping, and it exten

中文介绍 Teenage Engineering 为其售价 329 美元的 EP-133 KO II 采样器发布了 OS 2.5 大版本更新。此次更新新增了 USB 音频传输、可选采样率的 lo-fi 模式、采样反转和琶音器等功能，显著增强了该设备的性能和趣味性。

SoftBank’s CEO isn’t the only one with questions about Elon Musk’s orbital data center hype

TechCrunch · 06/28 04:42

Not everyone is buying Elon Musk’s vision for orbital data centers.

中文介绍 软银CEO对埃隆·马斯克宣传的「轨道数据中心」概念提出质疑，并且并非唯一持有此观点的人。该愿景的实际可行性和炒作成分引发了业界的广泛关注和讨论。

Margaret Atwood says the problem with AI is ‘garbage in, garbage out’

The Verge · 06/28 02:39

Margaret Atwood onstage at Detroit Opera House on January 26, 2026 | Photo: Monica Morgan/Getty Images Maraget Atwood, the storied author of The Handmaid's Tale and The Blind Assassin, was interviewed as part of the Babell Literary and Cultural Festival in Porto, Portugal. As it usually does at thes

中文介绍 著名作家玛格丽特·阿特伍德在葡萄牙波尔图举行的巴贝尔文学文化节上接受采访时表示，人工智能存在「垃圾进，垃圾出」的问题。她强调，AI 的输出质量直接取决于其输入数据的质量，呼吁关注数据源。

Apple wants permission to buy memory from a blacklisted Chinese supplier

The Verge · 06/28 01:28

Apple is looking to alleviate some of the pressure on its supply chain by seeking an exception from the Trump administration to buy RAM chips from CXMT, a company blacklisted by the Pentagon over ties to the People's Liberation Army, according to the Financial Times. The skyrocketing prices of RAM a

中文介绍 据《金融时报》报道，为缓解供应链压力，苹果公司正寻求特朗普政府的许可，希望从被美国国防部列入黑名单的中国芯片制造商长鑫存储（CXMT）采购内存芯片。长鑫存储因与解放军的关系而被列入黑名单。

Apple Vision Pro exec is reportedly leaving for OpenAI

TechCrunch · 06/28 00:45

Paul Meade, the Apple vice president in charge of the Vision Pro headset, is reportedly leaving the company to join OpenAI’s hardware team.

中文介绍 负责苹果Vision Pro头显项目的副总裁保罗·米德（Paul Meade）据报道将离开苹果公司，并计划加入OpenAI的硬件团队。此举引发了对未来AI硬件发展的关注。

The Guardian’s Kai Wright refuses to buy a new phone

The Verge · 06/27 23:15

That is an objectively dope couch. | Image: Kai Wright Kai Wright is the co-host of Stateside with Kai and Carter over at the Guardian. But Wright has been bringing his unique insights to listeners for years. He's also hosted Notes From America, The United States of Anxiety, and Indivisible. He's a

中文介绍 《卫报》播客“Stateside with Kai and Carter”的联合主持人 Kai Wright 坚持不购买新手机。文章探讨了他作为资深媒体人的独特视角，以及这种个人选择背后的可能原因和对现代科技的看法。

The fittest founder in the room got cancer. Here’s how he used AI to fight back.

TechCrunch · 06/27 22:00

When confronted with cancer, Connor Christou fed everything tied tied to his regime — blood results, scan data, wearable output, journal entries — into Claude.

中文介绍 创始人康纳·克里斯特（Connor Christou）在罹患癌症后，将包括血液检测、扫描数据、可穿戴设备输出及个人日记等所有与治疗相关的信息输入至AI模型Claude中，试图利用AI技术辅助抗癌。

Indie developers got tired of waiting for a new Star Fox, so they’re making their own

The Verge · 06/27 22:00

Nostalgia remains a powerful force. So much so that, in exploring the echoes of a late-'90s childhood spent skimming the water of Corneria and sneering "cocky little freaks!" in time with a monkey encased in a Gundam suit, I'm simultaneously describing playing Star Fox 64 (Lylat Wars if you're nasty

中文介绍 独立游戏开发者们因长期等待任天堂推出新的《星际火狐》游戏无果，决定自行开发相关作品。这股创作热潮源于对《星际火狐64》等经典游戏的怀旧情感和对该系列未来的期望，展现了玩家社区的热情。

Why is Apple asking me to pay more for Big Tech’s AI obsession?

The Verge · 06/27 21:30

Tim Cook recently said price increases were "unavoidable" and described the company's pricing as "unsustainable." The 16-inch MacBook Pro saw its price go up by $300. The 11-inch iPad Air went from $599 to $749. Even the HomePod Mini got a $30 bump to $129. Cook squarely placed the blame at the feet

中文介绍 苹果公司首席执行官蒂姆·库克表示，价格上涨是「不可避免」的，并称公司定价「不可持续」。多款产品已涨价，包括 16 英寸 MacBook Pro 上涨 300 美元，11 英寸 iPad Air 从 599 美元升至 749 美元，HomePod Mini 也涨至 129 美元。

Inside the room where the smart home industry is still betting on Matter

The Verge · 06/27 21:00

Four years ago, overlooking a canal in Amsterdam, the smart home industry collectively launched Matter, the one interoperability standard to rule them all. Heralded as the solution to the industry's struggles, Matter was built on open standards and existing technologies and is the result of years of

中文介绍 四年前，智能家居行业在阿姆斯特丹共同推出了 Matter 互操作性标准，旨在解决行业碎片化问题。该标准基于开放技术，由苹果、谷歌、亚马逊、三星等公司支持，行业仍寄希望于 Matter 成为统一的智能家居解决方案。

Asian AI startups launch Mythos-like models as Anthropic’s export ban drags on

TechCrunch · 06/27 20:00

New models are launching in Asia that promise Mythos-like capabilities without fear of an export ban. U.S. AI labs may never recover this enormous market.

中文介绍 鉴于Anthropic的出口禁令持续，亚洲AI初创公司正在推出具备类似「Mythos」能力的新模型，且无需担心出口限制。这可能导致美国AI实验室在亚洲这个庞大市场中难以恢复其原有份额。

This puzzle game’s simple premise hides surprising depth

The Verge · 06/27 20:00

What's the Password? has a simple concept: To solve each of the game's more than 100 puzzles, you have to type in the right four-digit password on a number pad. That might sound like a limited constraint. But the simplicity gives solo developer Dan DiIorio, better known as TrampolineTales, lots of r

中文介绍 益智游戏《What's the Password?》由独立开发者 Dan DiIorio 制作，拥有超过 100 个关卡。游戏核心玩法是输入四位数密码解谜，尽管概念简单，却展现出令人惊讶的深度，已登陆 PC、iOS 和 Android 平台。

This might be the new best smart speaker

The Verge · 06/27 20:00

Hi, friends! Welcome to Installer No. 134, your guide to the best and Verge-iest stuff in the world. (If you're new here, welcome, hope you're okay in all this heat, and also you can read all the old editions at the Installer homepage.) This week, I've been reading about Polymarket lies and Jalen Br

中文介绍 最新一期《Installer No. 134》专栏文章探讨了可能成为市场最佳的新款智能音箱。该文章提及了一款名为 Polymark 的产品，分析其特性和潜力，暗示它有望改变智能音箱市场格局，备受期待。

simplex-chat/simplex-chat

Haskell · ★ 14,054 · 🍴 805 · 📈 1,469 stars today

SimpleX - the first messaging network operating without user identifiers of any kind - 100% private by design! iOS, Android and desktop apps 📱!

中文介绍 SimpleX 是一个注重极致隐私的去中心化消息网络，设计之初就避免使用任何用户标识符，实现 100% 匿名通信。它通过独特的协议机制，让用户无需注册账号、无需手机号或邮箱，即可安全私密地进行消息交换。该项目提供 iOS、Android 和桌面端应用程序，适用于重视个人数据隐私和匿名交流的用户，尤其是在需要高度保密通信的场景。

xbtlin/ai-berkshire

Python · ★ 4,510 · 🍴 623 · 📈 685 stars today

AI 时代的伯克希尔：基于 Claude Code / Codex 的价值投资研究框架。巴菲特·芒格·段永平·李录四大师方法论 + 多Agent并行研究。| AI-era Berkshire: a value investing research framework built for Claude Code / Codex. 4 masters' methodologies + multi-agent adversarial analysis.

中文介绍 `ai-berkshire` 旨在构建一个 AI 时代的价值投资研究框架，其核心是借鉴巴菲特、芒格、段永平、李录四位投资大师的方法论，并结合 Claude Code 大模型技术进行实践。该项目利用多 Agent 并行研究机制，模拟专家分析师的工作流，对公司进行深度价值分析，识别潜在投资机会。它为量化投资者、AI 开发者和对价值投资感兴趣的用户提供了一个利用 AI 进行高级金融分析的实验性平台，以期在复杂的市场环境中做出更明智的投资决策。

commaai/openpilot

Python · ★ 62,134 · 🍴 11,071 · 📈 322 stars today

openpilot is an operating system for robotics. Currently, it upgrades the driver assistance system on 300+ supported cars.

中文介绍 openpilot 是一个开源的机器人操作系统，专注于增强和升级现有车辆的驾驶辅助系统 (ADAS)。它通过先进的计算机视觉和机器学习算法，为超过 300 种受支持的车型提供车道保持、自适应巡航控制等功能。该项目旨在将普通汽车转变为具备更高自动化水平的智能驾驶平台，适用于希望提升车辆智能驾驶能力，或对自动驾驶技术进行研究和开发的爱好者及工程师。

IceWhaleTech/CasaOS

Go · ★ 35,870 · 🍴 2,045 · 📈 502 stars today

CasaOS - A simple, easy-to-use, elegant open-source Personal Cloud system.

中文介绍 CasaOS 是一个简单易用、设计优雅的开源个人云操作系统，旨在帮助用户轻松搭建和管理自己的家庭服务器或个人存储中心。它提供直观的 Web 界面，方便用户部署各类应用、管理文件、同步数据，并可扩展连接智能家居设备。该项目解决了传统 NAS 系统配置复杂的问题，让普通用户也能低门槛地构建和掌控自己的私有云环境，保护数据隐私，享受便捷的家庭数据服务。

ripienaar/free-for-dev

HTML · ★ 124,258 · 🍴 13,089 · 📈 459 stars today

A list of SaaS, PaaS and IaaS offerings that have free tiers of interest to devops and infradev

中文介绍 `free-for-dev` 是一个精心整理的资源列表，汇集了众多为开发者和运维工程师提供免费使用额度 (free tiers) 的 SaaS、PaaS 和 IaaS 产品及服务。该项目旨在帮助开发者和基础设施工程师发现和利用这些免费资源，以降低个人项目、原型开发或小型团队的运营成本。它涵盖了从云服务、数据库、CI/CD 工具到 API 网关等多个类别，对于预算有限的个人开发者、初创团队或学习新技术的工程师极具参考价值。

google-labs-code/design.md

TypeScript · ★ 22,501 · 🍴 1,799 · 📈 1,541 stars today

A format specification for describing a visual identity to coding agents. DESIGN.md gives agents a persistent, structured understanding of a design system.

中文介绍 DESIGN.md 是一项由 Google Labs 推出的格式规范，旨在为 AI 编码代理提供结构化、持久化的视觉识别描述。它通过定义设计系统的核心要素，如颜色、字体、间距、组件等，使 AI 能够更准确地理解并实现前端设计。这解决了传统设计稿与代码实现之间存在的鸿沟，赋能 AI 代理在网站或应用开发中高效产出符合设计规范的代码，加速 UI/UX 设计到实现的工作流。

microsoft/PowerToys

C · ★ 135,761 · 🍴 8,168 · 📈 57 stars today

Microsoft PowerToys is a collection of utilities that supercharge productivity and customization on Windows

中文介绍 Microsoft PowerToys 提供一系列开源实用工具，旨在增强 Windows 操作系统功能，提升用户生产力及个性化定制体验。它包含窗口布局管理、批量图片尺寸调整、文件查找、键盘重映射等多种功能，帮助用户更高效地利用 Windows 系统。适合希望优化工作流、深度自定义其 Windows 环境的开发者和普通用户。

hugohe3/ppt-master

Python · ★ 33,286 · 🍴 2,825 · 📈 589 stars today

AI generates a real, editable PowerPoint from any document — native shapes & animations, speaker notes voiced as audio narration, and the option to follow your own .pptx template, not slide images · by Hugo He

中文介绍 ppt-master 是一款利用 AI 从任何文档生成真实、可编辑 PowerPoint 演示文稿的工具。它能生成包含原生形状、动画的 PPT 文件，而非简单的图片，并支持将演讲者备注转换为音频旁白。用户还可选择遵循自己的 .pptx 模板，大大提升了演示文稿制作效率和个性化程度。适用于需要快速、高质量创建 PPT 的职场人士、学生和教育工作者。

JCodesMore/ai-website-cloner-template

TypeScript · ★ 22,302 · 🍴 3,191 · 📈 750 stars today

Clone any website with one command using AI coding agents

中文介绍 `ai-website-cloner-template` 提供了一个利用 AI 编码代理实现一键克隆任意网站的解决方案。该项目旨在通过智能代理自动分析目标网站的结构、样式和内容，并生成对应的 HTML、CSS 和 JavaScript 代码，从而快速复刻出功能相似的网页。它极大地简化了网站前端开发和原型构建的流程，适用于前端开发者、设计师、以及需要快速创建网站副本进行测试或学习的用户，显著提升了开发效率。

garrytan/gstack

TypeScript · ★ 117,401 · 🍴 17,446 · 📈 674 stars today

Use Garry Tan's exact Claude Code setup: 23 opinionated tools that serve as CEO, Designer, Eng Manager, Release Manager, Doc Engineer, and QA

中文介绍 `gstack` 是 Y Combinator 前总裁 Garry Tan 分享的基于 Claude Code 的一套 AI 代理工具配置，包含 23 个预设的、具有明确角色的工具。这些工具被设计来模拟企业中的不同职能，例如 CEO、设计师、工程经理、发布经理、文档工程师和 QA 测试员等。它旨在利用 AI 代理的协同能力，优化产品开发和项目管理流程，为用户提供一个高度集成且高效的 AI 驱动工作流。适用于希望利用大模型提升团队协作和产出效率的创业者和技术管理者。

NanmiCoder/MediaCrawler

Python · ★ 53,860 · 🍴 11,020 · 📈 394 stars today

小红书笔记 | 评论爬虫、抖音视频 | 评论爬虫、快手视频 | 评论爬虫、B 站视频 ｜ 评论爬虫、微博帖子 ｜ 评论爬虫、百度贴吧帖子 ｜ 百度贴吧评论回复爬虫 | 知乎问答文章｜评论爬虫

中文介绍 MediaCrawler 是一个功能强大的开源爬虫工具，专注于从多个主流社交媒体平台抓取公开数据。它支持对小红书笔记和评论、抖音及快手视频和评论、B 站视频和评论、微博帖子和评论、百度贴吧帖子及评论回复，以及知乎问答文章和评论进行数据采集。该项目为数据分析师、市场研究人员和开发者提供了便捷的工具，用于进行舆情监控、内容分析、用户行为研究等，从而获取社交媒体上的海量信息。

Anil-matcha/Open-Generative-AI

JavaScript · ★ 21,483 · 🍴 3,652 · 📈 255 stars today

Unrestricted Open-source alternative to AI video platforms — Free AI image & video generation studio with 200+ models (Flux, Midjourney, Kling, Sora, Veo). No content filters. Self-hosted, MIT licensed.

中文介绍 Open-Generative-AI 是一个开源的 AI 图像与视频生成平台，旨在提供主流 AI 视频平台的无限制替代方案。它集成了 Flux、Midjourney、Kling、Sora、Veo 等 200 多个模型，用户可以自由生成内容，且不设内容过滤器。该项目支持自托管，并采用 MIT 许可，为需要高度创作自由、探索多种生成模型，或追求数据隐私的创作者和开发者提供了灵活强大的解决方案。

topoteretes/cognee

Python · ★ 24,178 · 🍴 2,263 · 📈 780 stars today

Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

中文介绍 Cognee 是一个开源的 AI 记忆平台，旨在为 AI Agent 提供跨会话的持久性长期记忆能力。通过其自托管的知识图谱引擎，Agent 能够存储和检索信息，从而在不同会话中保持上下文和学习经验，解决传统 Agent 记忆短暂的问题。这使得开发者可以构建更智能、更具连贯性的 AI Agent，适用于需要长期记忆和复杂推理的自动化任务。

dbt-labs/dbt-core

Rust · ★ 13,262 · 🍴 2,440 · 📈 18 stars today

dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.

中文介绍 dbt-core (data build tool) 赋能数据分析师和工程师，使其能像软件工程师构建应用一样，运用最佳实践来转换数据。它通过 SQL 语言结合软件工程的模块化、版本控制、测试和文档等特性，简化了数据仓库中的数据建模和转换流程。这极大地提高了数据转换代码的质量、可维护性和团队协作效率，是构建可靠数据分析平台的核心工具。

luongnv89/claude-howto

Python · ★ 38,711 · 🍴 4,660 · 📈 141 stars today

A visual, example-driven guide to Claude Code — from basic concepts to advanced agents, with copy-paste templates that bring immediate value.

中文介绍 claude-howto 提供一份以视觉和示例驱动的 Claude Code 学习指南，覆盖从基础概念到高级 Agent 的开发实践。该项目旨在通过清晰的代码示例和可直接复制粘贴的模板，帮助开发者快速掌握 Claude Code 的使用，并立即将其应用于实际场景。它为希望利用 Claude 构建智能 Agent 或探索其功能的工程师和研究人员提供了宝贵的学习资源。

anomalyco/opencode

TypeScript · ★ 179,902 · 🍴 22,115 · 📈 392 stars today

The open source coding agent.

中文介绍 opencode 是一个开源的 AI 编程 Agent，旨在通过自动化代码生成、修改和调试等任务，显著提升开发效率。它能够理解开发者的意图，并基于此执行编程相关操作，从而帮助软件工程师更快地完成编码工作，减少重复劳动。对于希望将 AI 能力整合到开发流程中，寻求智能编程助手的开发者而言，opencode 提供了一个灵活且可扩展的解决方案。

Fission-AI/OpenSpec

TypeScript · ★ 57,245 · 🍴 3,990 · 📈 177 stars today

Spec-driven development (SDD) for AI coding assistants.

中文介绍 OpenSpec 旨在为 AI 编程助手引入“规范驱动开发”（Spec-driven development, SDD）范式，确保 AI 生成的代码能够严格遵循预设的规范和标准。通过定义详细的代码规范，它帮助 AI 编程助手输出高质量、一致性强的代码，减少人工审查和修正的工作量。该项目对于开发需要高度可靠性和可维护性代码的 AI 编程工具，以及追求代码规范化的企业和团队极具价值。

HKUDS/Vibe-Trading

Python · ★ 13,835 · 🍴 2,598 · 📈 92 stars today

"Vibe-Trading: Your Personal Trading Agent"

中文介绍 Vibe-Trading 是一个个人交易 Agent 项目，旨在为用户提供智能化的交易辅助。它可能通过分析市场数据、情绪指标等，自动化交易决策和执行策略，帮助用户更好地管理投资组合并捕捉交易机会。该项目适用于希望利用 AI 技术增强交易能力、实现自动化投资或寻求个性化交易策略的个人投资者和量化交易爱好者。

keycloak/keycloak

Java · ★ 35,340 · 🍴 8,557 · 📈 20 stars today

Open Source Identity and Access Management For Modern Applications and Services

中文介绍 Keycloak 是一款流行的开源身份和访问管理 (IAM) 解决方案，专为现代应用和服务设计。它提供单点登录 (SSO)、用户认证、授权、用户管理及 federation 等功能，支持 OAuth 2.0 和 OpenID Connect 等标准协议。Keycloak 帮助开发者和企业简化用户身份验证流程，提高应用安全性，适用于构建需要强大、灵活身份管理能力的 Web 应用、移动应用和微服务架构。

every-app/open-seo

TypeScript · ★ 3,521 · 🍴 382 · 📈 239 stars today

Open source alternative to Semrush and Ahrefs

中文介绍 open-seo 旨在成为 Semrush 和 Ahrefs 等商业 SEO 工具的开源替代品。它提供了一套免费且透明的解决方案，帮助网站管理员、营销人员和内容创作者进行关键词研究、竞争对手分析、网站审计及排名跟踪，从而优化搜索引擎表现。对于预算有限但又需要强大 SEO 功能的用户来说，open-seo 提供了一个极具吸引力的开源选择，助力网站提升自然搜索流量。

27 Hidden Claude Features, Settings & Shortcuts That Most Users Don't Know

@sairahul1 · 121.4K 粉丝 · 2.9M 阅 · 506 赞 · 97 转

06/26 16:47

Most people use Claude Code like a fancy autocomplete. They prompt. They wait. They accept the first output. They are leaving 90% of the power on the table. There are 27 specific moves that separate

中文介绍 此推文列举 27 个大多数用户可能不了解的 Claude 隐藏功能、设置与快捷方式。旨在帮助用户发现并充分利用 Claude 更深层次的能力，以提高效率和操作体验，解锁其未被发现的潜力。

How To Build a One-Person Company Using Claude Cowork

@sairahul1 · 121.4K 粉丝 · 876.6K 阅 · 547 赞 · 83 转

06/27 17:03

Emails. Formatting. Compiling reports. Preparing decks. Organizing files. Researching. Marketing. Writing. SEO. The average knowledge worker spends 60% of their day on above work that doesn't require

中文介绍 帖子分享了如何利用 AI 工具 Claude Cowork 来构建一人公司。博主可能提供关于自动化工作流程、提升效率或具体操作方法的指导，以帮助个人创业者利用AI技术实现业务运作。

40 Claude Opus 4.8 Workflows That Make Money While You Sleep

@eng_khairallah1 · 69.3K 粉丝 · 678.7K 阅 · 506 赞 · 81 转

06/21 17:00

Most people are using Claude Opus 4.8 to answer questions. Save this :) A small group of people have it running businesses while they sleep. The difference is not the model. You both have access to

中文介绍 该帖子分享了 40 种基于 Claude Opus 4.8 的工作流，旨在帮助用户实现「自动化盈利」。不同于多数人仅将 Claude 用于问答，这些工作流专注于利用 AI 代理在用户睡眠时也能持续运营业务，提供了具体、可操作的策略，最大化模型的商业价值。

The efficiency gap: How do cells and GPUs compare when running the exact same algorithm?

@spandan_madan · 1.1K 粉丝 · 626.9K 阅 · 516 赞 · 28 转

06/24 02:13

AI hardware is having a moment. Hyperscaler capex on AI data centres is on track to clear $690 billion in 2026, and private equity has followed in scale — Blackstone alone reports a $55B+ data-centre

中文介绍 该帖子探讨了 AI 硬件的当前发展趋势与投资规模，并引出对生物细胞与 GPU 在执行相同算法时效率差异的比较。文章深究了两种截然不同的计算范式，旨在分析现有 AI 硬件的局限性，并为未来 AI 算力架构的演进提供新的思考角度。

Introducing Engram: Scaling compute on your context

@EngramLab · 1.2K 粉丝 · 255.7K 阅 · 537 赞 · 76 转

06/24 01:01

We’re Engram. We’re building AI that learns from you and deeply understands your work. Today’s AI models don’t understand what you do. Not really. Everything models know comes from their training –

中文介绍 Engram Lab 正式推出其新产品 Engram，这是一款旨在「深入理解用户工作」并能从用户互动中学习的 AI。该产品致力于解决现有 AI 模型仅依赖训练数据、无法真正理解个体工作背景的局限，通过扩展上下文计算能力，提供更个性化和高效的 AI 协助。

30 Core Agentic Engineering Concepts Every Developer Should Know

@sairahul1 · 121.4K 粉丝 · 249.0K 阅 · 502 赞 · 90 转

06/23 17:28

There are 8 billion people on the planet. Only a fraction of developers understand how AI agents actually work. Not the demos. Not the hype. The real engineering underneath. Every week a new agent

中文介绍 针对当前多数开发者对 AI 代理缺乏深入理解的现状，该帖子列举了「30 个核心代理工程概念」。内容旨在揭示 AI 代理背后的真实工程原理，而非仅停留在演示或炒作层面，帮助开发者掌握构建和理解 AI 代理所需的基础知识，提升其代理工程能力。

ORACLE: Official AI Agents Trade on Polymarket

@Oracle_Trade_ai · 39.9K 粉丝 · 197.8K 阅 · 2.8K 赞 · 580 转

06/22 16:52

In 2026, autonomous AI agents have become one of the most effective strategies on prediction markets. Over 30% of all activity on Polymarket now comes from algorithmic and AI-powered wallets. We

中文介绍 该帖子介绍 ORACLE，一个在 Polymarket 预测市场进行交易的「官方 AI 代理」。帖子展望到 2026 年，预测市场中超过 30% 的活动将由算法和 AI 驱动的钱包产生，强调了 AI 代理在自动化交易和预测市场中的日益增长影响力与有效性。

Why we're bullish on loops

@posthog · 21.8K 粉丝 · 162.4K 阅 · 512 赞 · 36 转

06/24 01:26

When the creators of both OpenClaw and Claude Code speak, people listen. And recently Peter Steinberger and Boris Cherny have both been talking about the same concept: loops. Their argument? You

中文介绍 该帖子探讨了「循环」概念的重要性，并援引 OpenClaw 和 Claude Code 创始人 Peter Steinberger 与 Boris Cherny 的观点，解释了为何应看好循环工程。文章旨在强调循环在 AI 交互和自动化中的核心作用，主张通过构建循环而非简单的提示词来提升 AI 系统的效率和自主性。

ORACLE: Official AI Agents Trade on Polymarket

@OracAItrading · 31.8K 粉丝 · 141.6K 阅 · 2.8K 赞 · 576 转

06/22 16:52

In 2026, autonomous AI agents have become one of the most effective strategies on prediction markets. Over 30% of all activity on Polymarket now comes from algorithmic and AI-powered wallets. We

中文介绍 该帖子介绍 ORACLE，一个在 Polymarket 预测市场进行交易的「官方 AI 代理」。帖子展望到 2026 年，预测市场中超过 30% 的活动将由算法和 AI 驱动的钱包产生，强调了 AI 代理在自动化交易和预测市场中的日益增长影响力与有效性。

Interactions API: Our primary interface for Gemini models and agents

@GoogleAIStudio · 179.4K 粉丝 · 138.2K 阅 · 504 赞 · 42 转

06/23 01:21

Today we're announcing that the Interactions API has reached general availability and is now our primary API for interacting with Gemini models and agents. We launched its public beta in December

中文介绍 Google AI Studio 宣布 Interactions API 已正式普遍可用，并成为其与 Gemini 模型和代理交互的「主要接口」。该 API 于去年 12 月推出公测版，此举标志着 Google 为开发者提供了更稳定、更强大的工具，以便更好地利用 Gemini 系列 AI 产品。

ORACLE: Official AI Agents Trade on Polymarket

@Oractrading · 33.9K 粉丝 · 109.2K 阅 · 2.8K 赞 · 585 转

06/22 16:20

In 2026, autonomous AI agents have become one of the most effective strategies on prediction markets. Over 30% of all activity on Polymarket now comes from algorithmic and AI-powered wallets. We

中文介绍 该帖子介绍 ORACLE，一个在 Polymarket 预测市场进行交易的「官方 AI 代理」。帖子展望到 2026 年，预测市场中超过 30% 的活动将由算法和 AI 驱动的钱包产生，强调了 AI 代理在自动化交易和预测市场中的日益增长影响力与有效性。

How To Use Loop Engineering To Build A Self-Improving Quant Trading System

@RohOnChain · 51.4K 粉丝 · 108.3K 阅 · 501 赞 · 65 转

06/22 21:54

I will break down exactly how to build the loops that run an entire quant trading system on their own. Let's get straight to it. Bookmark This - I'm Roan, a backend developer working on system

中文介绍 博主详细分解了如何运用「循环工程」技术，构建一个能够自主运行并持续改进的量化交易系统。该教程面向后端开发者，旨在教授如何设计和实现驱动整个量化交易流程的自动化循环，从而提升系统的自适应性和交易效率。

ORACLE: Official AI Agents Trade on Polymarket

@Oracle__Market · 5.9K 粉丝 · 100.0K 阅 · 2.1K 赞 · 823 转

06/28 02:14

In 2026, autonomous AI agents have become one of the most effective strategies on prediction markets. Over 30% of all activity on Polymarket now comes from algorithmic and AI-powered wallets. We

中文介绍 推文展望 2026 年，自治 AI 代理将成为预测市场 Polymarket 上的高效策略。届时，超过 30% 的平台活动预计由算法和 AI 驱动的钱包贡献，展示了 AI 在预测和交易领域的巨大潜力与影响力。

ORACLE: Official AI Agents Trade on Polymarket

@Oracle_Market__ · 25.1K 粉丝 · 99.3K 阅 · 2.8K 赞 · 224 转

06/28 01:42

In 2026, autonomous AI agents have become one of the most effective strategies on prediction markets. Over 30% of all activity on Polymarket now comes from algorithmic and AI-powered wallets. We

中文介绍 该帖子展望了2026年AI代理在预测市场中的应用。博主指出，届时自主AI代理将成为Polymarket等平台上的高效策略，超过30%的市场活动将由算法及AI驱动的钱包完成。内容强调AI在金融预测领域的强大潜力。

This Week on Base: New Base MCP skills + now live in Perplexity, Base App on desktop, and more!

@base · 1.3M 粉丝 · 93.3K 阅 · 501 赞 · 127 转

06/27 04:40

News ■ Base MCP's new skills let agents transact, trade, lend, mint, and buy onchain across 13 apps: @yield @AskVenice @KyberNetwork @opensea @o1_exchange @Balancer @printr @bitrefill @flaunchgg

中文介绍 Base 宣布其 MCP 推出新技能，赋能 AI 代理在 13 个 DApp 上实现链上交易、借贷、铸币及购买等操作。这些新功能支持代理与 @yield、@KyberNetwork、@opensea 等应用交互，显著扩展了 Base 生态中 AI 代理的自动化能力。

thoughts on why mcp didn't work, what's next

@RhysSullivan · 57.2K 粉丝 · 86.1K 阅 · 503 赞 · 25 转

06/26 09:03

mcp came out when the best models were sonnet 3.5 and GPT 4o not a lot was known about how to properly work with these tools yet, we were still incredibly concerned on models having access to tools,

中文介绍 博主反思 MCP 初期表现不佳的原因，认为当时 Sonnet 3.5 和 GPT-4o 等最佳模型仍存局限，且对模型直接访问工具的能力普遍担忧。推文暗示了对该项目未来发展方向的思考，为早期 AI 代理的挑战提供了见解。

Subnets mine TAO; TAO mines Subnets

@const_reborn · 29.7K 粉丝 · 79.8K 阅 · 503 赞 · 116 转

06/23 09:21

e_i \;\propto\; \underbrace{\rho_i \times \bar{p}_i}_{\text{linear (maximize)}} \times \underbrace{(1 - b_i)}_{\text{boolean gate}} Disclaimer: this upgrade only effects subnet owners and dynamic TAO

中文介绍 该帖子深入探讨了 subnets (子网) 与 TAO 之间的内在机制，并通过数学公式解释了它们如何相互「挖矿」和协同工作。内容涉及动态 TAO 和布尔门控等技术细节，主要面向子网所有者，揭示了底层经济模型和激励机制，强调了去中心化网络中的价值流转。

DanceOPD: On-Policy Generative Field Distillation

👍 64

06/25 08:00

Modern image generation demands a single model that unifies diverse capabilities, including text-to-image (T2I), local editing, and global editing. However, these capabilities are rarely naturally aligned and often conflict. For instance, editing tends to degrade T2I performance, while global and lo

中文介绍 现代图像生成需统一文本到图像、局部和全局编辑能力，但这些能力常有冲突。DanceOPD 论文介绍了一种策略生成场蒸馏模型，旨在解决这些能力之间的对齐和冲突问题，提升单模型在多任务下的图像生成性能，避免编辑任务对文本到图像性能的降低。

Ask, Solve, Generate: Self-Evolving Unified Multimodal Understanding and Generation via Self-Consistency Rewards

👍 0

06/25 08:00

Most unified large multimodal models (LMMs) that support both visual understanding and image generation still rely on curated post-training supervision, such as human annotations, preference labels, or external reward models. We ask whether a unified LMM can improve both abilities autonomously using

中文介绍 大多数统一大型多模态模型（LMMs）在视觉理解和图像生成方面，仍依赖人工标注或外部奖励模型进行后训练。本研究探讨 LMMs 如何通过“提问、解决、生成”的自我一致性奖励机制实现自我进化，从而在不依赖额外监督的情况下，同步提升其理解与生成能力。

Paying More Attention to Visual Tokens in Self-Evolving Large Multimodal Models

👍 0

06/25 08:00

Recently, self-evolving large multimodal models (LMMs) have received attention for improving visual reasoning in a purely unsupervised setting. However, multi-role self-play and self-consistency reward schemes in existing self-evolving LMMs optimize answer agreement without ensuring the decoder atte

中文介绍 自进化大型多模态模型（LMMs）在无监督视觉推理方面受到关注。本研究指出，现有模型的多角色自玩和自我一致性奖励机制，主要优化答案一致性，可能忽视对视觉token的深入关注。论文提出应更重视视觉token，以确保推理的视觉准确性和深度。

PhysiFormer: Learning to Simulate Mechanics in World Space

👍 9

06/25 08:00

We present PhysiFormer, a diffusion transformer for physically-plausible 3D object motion. Unlike video world models that operate in view-dependent pixel space, PhysiFormer represents objects as 3D meshes expressed in world coordinates. Given the initial vertex positions and velocities, as well as o

中文介绍 PhysiFormer 是一种扩散Transformer，用于模拟物理上可信的3D物体运动。与传统在像素空间操作的视频世界模型不同，PhysiFormer 将物体表示为世界坐标中的3D网格。该模型能根据初始顶点位置和速度，预测未来物理运动，提高3D模拟的真实性。

Autoregressive Boltzmann Generators

👍 0

06/25 08:00

Efficient sampling of molecular systems at thermodynamic equilibrium is a hallmark challenge in statistical physics. This challenge has driven the development of Boltzmann Generators (BGs), which allow rapid generation of uncorrelated equilibrium samples by combining a generative model with exact li

中文介绍 高效采样热力学平衡态下的分子系统是统计物理学的核心挑战。本研究介绍了自回归玻尔兹曼生成器（Autoregressive Boltzmann Generators），该模型结合生成式方法，能够快速生成去相关且符合平衡分布的样本，有效解决分子模拟中的采样效率问题。

SAM2Matting: Generalized Image and Video Matting

👍 0

06/25 08:00

Despite impressive advances in image matting, video matting remains challenging due to the inherent gap between high-level tracking, which requires frame-wise understanding, and low-level matting, which focuses on extremely fine-grained details. Existing methods attempt this with expensive and narro

中文介绍 尽管图像抠图技术进步显著，但视频抠图仍因高层跟踪和细粒度抠图之间的鸿沟而充满挑战。SAM2Matting 论文提出一种通用图像和视频抠图方法，旨在弥合不同任务间的差距，通过统一框架实现从图像到视频的精细抠图，提升泛化能力。

Hallucination in World Models is Predictable and Preventable

👍 8

06/25 08:00

Modern generative world models render increasingly realistic action-controllable futures, yet they frequently hallucinate: rollouts remain visually fluent while drifting from the ground-truth dynamics. We hypothesize that hallucination concentrates in low-coverage regions of the state-action space,

中文介绍 现代生成式世界模型在生成逼真的可控未来时，常出现幻觉，即视觉上流畅但偏离真实动力学。本研究发现，这种幻觉现象集中在状态空间的低覆盖区域，并提出幻觉是可预测和可预防的。这项研究为提升世界模型预测的准确性提供了新的见解。

OctoSense: Self-Supervised Learning for Multimodal Robot Perception

👍 0

06/25 08:00

We present OctoSense, an open-source sensor platform with stereo RGB and event cameras, LiDAR, a thermal camera, an inertial measurement unit, RTK-corrected global positioning system, and proprioception (CAN bus data from a car, and joint angles for a quadruped robot). The eponymous OctoSense datase

中文介绍 OctoSense 论文发布了一个开源的多模态机器人感知传感器平台。它集成了双目RGB和事件相机、激光雷达、热像仪、IMU、RTK-GPS以及本体感知数据。该平台旨在通过自监督学习，全面提升机器人在复杂环境下的感知能力和鲁棒性。

ViQ: Text-Aligned Visual Quantized Representations at Any Resolution

👍 37

06/25 08:00

A unified representation for text and vision is a natural pursuit, as it enables simpler multimodal modeling and more efficient training. However, representing images as discrete signals in the same way as text inevitably introduces severe information loss. Existing work struggles to balance low-lev

中文介绍 为实现更简洁高效的多模态建模，文本与视觉的统一表示是关键目标。然而，将图像离散化如文本般会带来严重信息损失。ViQ 论文介绍了一种文本对齐的视觉量化表示方法，能在任意分辨率下处理图像，旨在克服现有方法的不足，解决信息损失挑战。

LA4VLA: Learning to Act without Seeing via Language-Action Pretraining

👍 0

06/25 08:00

Vision-Language-Action (VLA) models are commonly pretrained on robot demonstrations by jointly mapping visual observations and language instructions to actions. However, dense visual-action supervision can dominate the comparatively sparse language-action signal. As a result, policies may rely on vi

中文介绍 一项名为 LA4VLA 的新研究，旨在通过语言-行动预训练，使机器人能在“不依赖视觉”的情况下学习并执行动作。传统的视觉-语言-行动 (VLA) 模型通常通过联合映射视觉观察和语言指令进行训练。然而，研究指出，密集的视觉-行动监督信号往往会掩盖相对稀疏的语言-行动信号，影响机器人的决策。LA4VLA 方法侧重于增强语言行动信号，以克服这一挑战，让机器人主要基于语言指令而非视觉输入进行操作。

When Does Combining Language Models Help? A Co-Failure Ceiling on Routing, Voting, and Mixture-of-Agents Across 67 Frontier Models

👍 3

06/25 08:00

Multi-model LLM systems such as routing, voting, cascades, fusion, and mixture-of-agents are used to beat single-model accuracy. We show that their gain is capped by a quantity the field rarely reports. For any policy whose output is one member model answer, accuracy cannot exceed one minus beta, wh

中文介绍 多模型大语言模型（LLM）系统，如路由、投票和混合专家，常用于超越单模型准确率。本研究分析了67个前沿模型，发现多模型系统的增益受「共同失败上限」限制，即其准确率无法超过所有成员模型共性错误率所设定的上限，揭示了性能提升的边界。

EO-WM: A Physically Informed World Model for Probabilistic Earth Observation Forecasting

👍 2

06/25 08:00

Earth Observation (EO) forecasting aims to predict future Earth surface dynamics from satellite observations under changing meteorological conditions. In this paper, we view this task as a partially observed, weather-driven world modeling problem, in which weather acts as a conditioning signal, whil

中文介绍 地球观测（EO）预测旨在通过卫星观测和气象条件预测未来地球表面动态。EO-WM 论文提出了一个物理信息增强的世界模型，用于概率性地球观测预测。该模型将EO预测视为一个受天气驱动的部分可观测世界建模问题，提升了预测的准确性和鲁棒性。

From Celebrities to Anyone: Characterizing AI Nudification Content, Technology, and Community Dynamics on 4chan

👍 0

06/25 08:00

AI nudification uses generative models to create synthetic non-consensual sexually explicit imagery (SNEACI) of real individuals. Prior work has examined dedicated nudification platforms and model repositories, finding that most targets are female celebrities. However, the anonymous content communit

LISA: Likelihood Score Alignment for Visual-condition Controllable Generation

👍 13

06/25 08:00

The prevalent dual-branch paradigm, i.e., training a side network to encode visual conditions and fusing its intermediate-layer features to a frozen pretrained main network, has shown remarkable success in visual-condition controllable generation. Despite its widespread adoption, the role of the sid

Learning to Fold: prizewinning solution at LeHome Challenge 2026 (1st place online, 2nd offline)

👍 0

06/25 08:00

I describe my solution to the LeHome Challenge 2026, an ICRA 2026 competition on bimanual garment folding. The system placed 1st of 62 teams in the online (simulation) round and 2nd in the real-world final. It improves a vision-language-action (VLA) policy with a reinforcement-learning loop. The pol

Where Do Models Find Happiness? Emotion Vectors in Open-Source LLMs

👍 0

06/25 08:00

Recent work identified emotion vectors in Claude Sonnet 4.5, which are internal representations that encode emotion concepts, causally influence behavior, and exhibit geometry mirroring human psychological structure. We test the generality of these findings in two open-weight models, Apertus-8B-Inst

How Much Static Structure Do Code Agents Need? A Study of Deterministic Anchoring

👍 0

06/25 08:00

LLM-based code agents navigate repositories through keyword search but miss the structural relationships, such as call graphs, inheritance hierarchies, and configuration dependencies, that define how software actually works. This makes agent navigation stochastic and difficult to reproduce across ru

To Run or Not to Run: Analyzing the Cost-Effectiveness of Code Execution in LLM-Based Program Repair

👍 1

06/25 08:00

LLM-based agents for program repair are increasingly built on a "generate-run-revise" paradigm, iteratively executing tests to evaluate and refine patches. This execution-based approach has become standard practice in state-of-the-art systems. However, executions can be time-consuming and expensive,

PhysRAG: Enhancing Physics-Awareness in Video Generation via Retrieval-Augmented Generation

👍 0

06/25 08:00

Developing physically aware video generation models remains a significant challenge due to the difficulty in capturing diverse physical phenomena, such as thermal dynamics, mechanics, and optics. In this work, we introduce PhysRAG, a novel pipeline that enhances physical awareness in video generatio

Qwen-Image-Agent: Bridging the Context Gap in Real-World Image Generation

👍 41

06/25 08:00

While text-to-image (T2I) models have achieved remarkable progress, they struggle with real-world requests that are often underspecified, implicit, or dependent on up-to-date knowledge. We identify this challenge as the Context Gap: the mismatch between the user context and the sufficient generation

Confidence-Aware Tool Orchestration for Robust Video Understanding

👍 9

06/25 08:00

Video reasoning language models implicitly assume that every input frame is equally reliable. This leads to what we term the Blind Trust Problem: under realistic perturbations such as motion blur, glare, or occlusion, frontier video reasoning models can suffer 15-30%p accuracy drops on real-world em

A Pipeline for Generating Longitudinal Synthetic Clinical Notes Using Large Language Models

👍 0

06/25 08:00

Synthetic data is increasingly used to enable the development and evaluation of AI systems in domains where access to real-world data is restricted. In healthcare, clinical documentation presents particular challenges due to its sensitivity. This work introduces a synthetic clinical notes pipeline a

Information-Aware KV Cache Compression for Long Reasoning

👍 9

06/25 08:00

Reasoning capability has advanced rapidly in large language models (LLMs), leading to an increasing size of key-value (KV) cache in both prefilling and decoding stages. Existing KV cache compression methods mainly rely on attention weights to estimate token importance. While attention effectively ca

AgentX: Towards Agent-Driven Self-Iteration of Industrial Recommender Systems

👍 0

06/25 08:00

Recommendation algorithm iteration is moving from an artisanal, engineer-bound process toward an industrialized research loop, but this transition remains blocked by a structural execution bottleneck: the idea-to-launch cycle still depends on human engineers to generate hypotheses, modify production

KARLA: Knowledge-base Augmented Retrieval for Language Models

👍 0

06/25 08:00

We propose a new method that allows an LLM to automatically pull in factual knowledge from a knowledge base during token generation. This means that (1)~factual knowledge in the LLM output can be updated without retraining the LLM, (2)~facts in the LLM output can be traced to the knowledge base for

OPID: On-Policy Skill Distillation for Agentic Reinforcement Learning

👍 40

06/25 08:00

Outcome-based reinforcement learning provides a stable optimization backbone for language agents, but its sparse trajectory-level rewards provide little guidance on which intermediate decisions should be reinforced or suppressed. On-policy self-distillation offers dense token-level supervision, yet

Anatomy-Guided Residual Motion Diffusion for Controllable 4D Cardiac MRI Synthesis

👍 0

06/25 08:00

Developing robust artificial intelligence models for 4D (3D + time) medical imaging is constrained by limited annotated data, inter-device domain shifts, and privacy restrictions. To address this, we propose a 4D controllable generative framework for anatomically consistent data augmentation. A semi

DiCoBench: Benchmarking Multi-Image Fine-Grained Perception via Differential and Commonality Visual Cues

👍 1

06/25 08:00

Recent advancements in Multimodal Large Language Models (MLLMs) have demonstrated impressive fine-grained perception capabilities. However, existing benchmarks predominantly rely on explicit textual cues or low-resolution inputs, failing to evaluate a model's ability to autonomously perceive implici

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing

👍 0

06/25 08:00

While instruction-based image editing, enabled by multi-modal generative models, has advanced significantly, existing benchmarks lack a comprehensive evaluation of physics-based reasoning, a critical capability for handling real-world scenarios. To address this, we introduce PhyEditBench, a benchmar

From Hallucination to Grounding: Diagnosing Visual Spatial Intelligence via CRISP

👍 0

06/25 08:00

Current VLM evaluations often conflate language priors with genuine spatial reasoning. To address this, we introduce CRISP, a novel structural-diagnostic evaluation paradigm that assesses visual spatial intelligence through consistency, the alignment between implicit perception and explicit reasonin

Epilogue. Write novels, scripts & poetry

06/28 14:30

The professional book writing app built for serious authors

中文介绍 Epilogue 是一款专为严肃作家设计的专业书籍写作应用程序。它提供一系列功能，旨在支持用户创作小说、剧本和诗歌，覆盖从构思到最终完成作品的整个过程，以提升作家的创作效率和体验。

QApilot's CoWork

06/28 14:29

3x Mobile Automation. Same QE Team.

中文介绍 QApilot 推出了名为 CoWork 的产品，专注于提升移动自动化测试的效率。该工具致力于在不增加现有质量工程（QE）团队人力的前提下，将移动自动化效率提升三倍，从而优化测试流程。

Folio AI

06/28 14:28

Claude for PowerPoint, on steroids

中文介绍 Folio AI 是一款基于人工智能技术的工具，它将 Claude 的能力集成到 PowerPoint 演示文稿制作中，旨在极大增强幻灯片创建效率与质量。用户可以利用其强大功能快速生成、优化和美化演示文稿内容，提升工作流程。

Nada

06/28 14:28

Compose music with just your voice

中文介绍 Nada 是一款创新的音乐创作工具，它允许用户仅通过自己的声音来作曲。这款应用能够将人声输入转化为音乐作品，极大地简化了音乐创作的门槛，让非专业人士也能轻松实现音乐构思，并生成旋律。

note.md

06/28 14:28

your notes and research documentation now a local LLM Memory

中文介绍 note.md是一款将用户的笔记和研究文档转化为本地大型语言模型（LLM）记忆的工具。它旨在通过本地化的LLM技术，帮助用户更智能地管理和检索个人知识库，让文档信息变得更易于理解和互动，从而提升个人信息管理和研究效率，有效利用用户的积累数据。

Supra Player

06/28 14:27

Compare & Sync Videos Fast

中文介绍 Supra Player 是一款视频播放器，核心功能是快速比较和同步不同视频。用户可以通过它高效地并行观看和分析多个视频内容，适用于需要详细对比视频帧或动作的场景，旨在提升视频处理效率。

RetroMac

06/28 14:27

Turn your Mac into a time machine.

中文介绍 RetroMac 是一款软件，能将用户的 Mac 电脑界面「变身」为复古风格，模拟旧版操作系统的视觉效果。它旨在为用户提供一种怀旧的体验，通过改变界面主题和元素，让现代 Mac 仿佛回到过去。

Cloud World Model

06/28 14:25

Simulate AWS, GCP & DigitalOcean without paying the bill

中文介绍 Cloud World Model 是一款模拟工具，允许用户在无需实际支付费用的情况下，模拟 Amazon Web Services (AWS)、Google Cloud Platform (GCP) 和 DigitalOcean 等主流云服务提供商的环境。它为开发者和学习者提供了安全的测试和学习平台。

SquidHub

06/28 14:22

Multiplayer mode for humans and AI

中文介绍 SquidHub 是一款创新协作平台，其核心特色是提供一个独特的多人模式，允许人类用户与人工智能（AI）共同参与工作和项目。该平台旨在促进人机协同，帮助团队成员与AI伙伴无缝协作，提高整体工作效率。

Sleek Analytics

06/28 14:21

See who's on your site. Right now.

中文介绍 Sleek Analytics是一款实时网站分析工具，让用户能够即时查看当前访问其网站的访客信息。该产品旨在提供直观且即时的网站活跃度洞察，帮助网站所有者、营销人员或运营团队迅速了解用户行为，从而及时调整策略或进行互动，优化用户体验，提高网站转化率。

Poweful Agents inside Slack

06/25 06:39

中文介绍 这段视频短片介绍了在Slack平台中部署功能强大的AI智能体。这些智能体能够协助用户完成各项任务，提高工作效率，实现自动化流程。

AI Agents Just Changed Forever: GLM 5.2, Codex Skills, Claude & Cursor

06/21 21:30

中文介绍 视频探讨了AI智能体领域的重大变革，这些变革将永久性地改变其发展方向。内容提到了GLM 5.2、Codex Skills、Claude以及Cursor等技术或产品在推动AI智能体能力提升方面的作用和影响。

9 AI Agent Skills To Get Ahead of 99% of People

06/18 10:27

How to build high quality internal tools with Retool

06/18 05:21

SpaceX Just Bought Cursor for $60B. It’s About to Take OVER.

06/17 05:31

Why the Government Just Killed Claude Fable 5

06/13 11:50

This is Why They Banned Claude Fable 5

06/13 02:28

Hermes Agent NEW Super-App and DeepSeek v4 Catches Up To Opus 4.8?

06/07 04:10

ChatGPT And Codex Are Merging (This Changes Everything)

06/04 06:17

Claude Opus 4.8: Everything You Need to Know

06/01 06:27

关于 Loop Engineering 的实践与反思

06/28 10:00

11 回复 · 程序员 节点

怎么办，我已经习惯了每天几亿 token 了。。。。

06/27 23:54

8 回复 · 程序员 节点

做了好几个后台系统之后，我把这套多租户中后台底座开源了（XiHan.BasicApp 基于.NET 10 + Vue 3）

06/27 18:23

10 回复 · 程序员 节点

转行求建议 算子 or MLOps or AI Infra?

06/27 17:59

13 回复 · 程序员 节点

尼日利亚礼品卡被干掉后老哥们都是怎么订阅的？

06/27 16:58

21 回复 · 程序员 节点

Apple WLOC 定位修改，解决地理围栏问题

06/27 11:40

26 回复 · Apple 节点

换了 17pm，问一下大家换新机是直接无脑数据同步过去，还是重新下载 app 只同步照片微信什么的

06/27 11:06

14 回复 · Apple 节点

梯子坏了 vless 加 reality 突然就坏了

06/27 10:23

47 回复 · 程序员 节点

更新到 ios 27 和 macos 金拱门 的感受如何，我先来

06/27 09:46

15 回复 · Apple 节点

Linux 上的游戏网络加速

06/27 01:11

6 回复 · Linux 节点

Bashblog – a single bash script to create blogs

06/28 12:48

6 points · 0 comments

Wayfinder Router: deterministic routing of queries between local and hosted LLM

06/28 12:31

30 points · 1 comments

Ford hired AI and sacked humans. It backfired badly

06/28 11:09

115 points · 59 comments

Marfa Public Radio Puts You to Sleep

06/28 10:23

140 points · 32 comments

Feds Killed Polestar and Spared Volvo. That Should Terrify You

06/28 09:55

112 points · 74 comments

Response to AI slop is from Robin Williams

06/28 09:28

162 points · 90 comments

Turning music into a chore is how I became a musician

06/28 09:22

18 points · 2 comments

Show HN: Decomp Academy – Learn to decompile GameCube games into matching C

06/28 09:21

Over the past few months I've been heavily involved in the decompilation community. I've been hands-on decompiling a beloved game from my childhood (Star Fox Adventures). I started this journey with zero prior decomp experience—and to make things worse I had never really touched C nor asse

AMD Strix Halo RDMA Cluster Setup Guide

06/28 08:46

98 points · 17 comments

WAL-RUS: a Rust Rewrite of WAL-G for PostgreSQL Backups

06/28 07:32

45 points · 3 comments

Choosing a Public DNS Resolver

06/28 06:11

122 points · 38 comments

Enhancing X11 Application Security with LXC

06/28 05:27

57 points · 25 comments

IP Crawl: Living atlas of open webcams discovered on the public internet

06/28 03:09

278 points · 138 comments

Turn your site into a place people can bump into each other

06/28 01:11

Related: Show HN: TownSquare, a tiny presence layer for websites - https://news.ycombinator.com/item?id=48608570 - June 2026 (166 comments)

Anonymous GitHub account mass-dropping undisclosed 0-days

06/27 22:31

758 points · 298 comments

Post-Mythos Cybersecurity: Keep calm and carry on

06/27 22:23

142 points · 49 comments

Suspicious Discontinuities (2020)

06/27 21:32

228 points · 73 comments

Asian AI startups launch Mythos-like models

06/27 21:10

205 points · 158 comments

OpenRA

06/27 20:10

646 points · 128 comments

The case for physical media ownership

06/27 19:32

400 points · 262 comments

Fintech Engineering Handbook

06/27 18:28

524 points · 168 comments

DSpark: Speculative decoding accelerates LLM inference [pdf]

06/27 17:18

751 points · 313 comments

Space Shuttle Endeavour's 20-story vertical display

06/26 20:49

41 points · 6 comments

The Shape of the System - Engineering for Bounded Cognition

06/26 20:41

11 points · 0 comments

Regular expressions that work "everywhere"

06/25 20:13

38 points · 19 comments

Reducing tick density along recreational trails in Ottawa, Canada

06/25 02:42

184 points · 98 comments

Show HN: Metaspec: The DpANS3R Common Lisp Spec in S-Expr and HTML Format

06/25 00:28

I started this project back in 2015, to translate the TeX original specification into an easily parsed format (s-doc), and to create an HTML rendering of that format as a proof of concept.The project is homed here: https://codeberg.org/dlowe/metaspectre/Differences from the

AI learns the “dark art” of RFIC design

06/24 22:02

221 points · 145 comments

How do you keep Web MIDI from crashing a 1983 synthesizer?

06/24 21:31

37 points · 15 comments

Ancient Tablets Show Markets Worked 4k Years Before Economists Explained Them

06/24 01:40

37 points · 23 comments

v2.1.195

06/27 05:29

What's changed Added CLAUDE_CODE_DISABLE_MOUSE_CLICKS to disable mouse click/drag/hover in fullscreen mode while keeping wheel scroll Fixed hook matchers with hyphenated identifiers (e.g. code-reviewer, mcp__brave-search) accidentally substring-matching — they now exact-match. Use mcp__brave-search_

中文介绍 Anthropic的Claude Code项目发布了v2.1.195版本。主要更新包括：新增CLAUDE_CODE_DISABLE_MOUSE_CLICKS环境变量，允许在全屏模式下禁用鼠标点击、拖拽、悬停，但保留滚轮滚动；并修复了带连字符的钩子匹配器（例如「code-reviewer」），使其实现精确匹配。

v2.1.193

06/26 05:45

What's changed Added autoMode.classifyAllShell setting to route all Bash/PowerShell commands through the auto-mode classifier instead of only arbitrary-code-execution patterns Added auto-mode denial reasons to the transcript, the denial toast, and /permissions recent denials Added claude_code.assist

中文介绍 Anthropic Claude Code 发布 v2.1.193 版本，主要增强了其自动模式。更新包括新增 “autoMode.classifyAllShell” 设置，所有 Bash/PowerShell 命令将通过自动模式分类器处理。此外，系统现在会在拒绝提示中显示自动模式的拒绝原因。

v2.1.191

06/25 05:58

What's changed Added /rewind support for resuming a conversation from before /clear was run Fixed scroll position jumping to the bottom while reading earlier output during a streaming response Fixed background agents resurrecting after being stopped — stopping an agent from the tasks panel is now pe

v2.1.190

06/24 23:53

What's changed Bug fixes and reliability improvements

v2.1.187

06/24 05:03

What's changed Added sandbox.credentials setting to block sandboxed commands from reading credential files and secret environment variables Added org-configured model restrictions to the model picker, --model, /model, and ANTHROPIC_MODEL, with a "restricted by your organization's settings" message w

v2.1.186

06/23 04:37

What's changed Added claude mcp login and claude mcp logout to authenticate MCP servers from the CLI without opening the interactive /mcp menu, with --no-browser stdin redirect support for completing over SSH Added status filtering (press f) to the /workflows agent detail view Added a "Skills" secti

v2.1.185

06/21 04:59

What's changed The stream-stall hint now reads "Waiting for API response · will retry in …" instead of "No response from API · Retrying in …", and triggers after 20s of silence instead of 10s

v2.1.183

06/19 09:20

What's changed Improved auto mode safety: destructive git commands (git reset --hard, git checkout -- ., git clean -fd, git stash drop) are now blocked when you didn't ask to discard local work, git commit --amend is blocked when the commit wasn't made by the agent this session, and terraform destro

v2.1.181

06/18 06:07

What's changed Added /config key=value syntax to set any setting from the prompt (e.g. /config thinking=false) — works in interactive, -p, and Remote Control Added sandbox.allowAppleEvents opt-in setting that lets sandboxed commands send Apple Events on macOS Added CLAUDE_CLIENT_PRESENCE_FILE enviro

v2.1.179

06/17 04:22

What's changed Fixed mid-stream connection drops: partial responses are now preserved instead of showing a raw error, and the spinner no longer gets stuck at "running tool" Fixed mouse-wheel scrolling in WSL2 under Windows Terminal and VS Code (regression in 2.1.172) Fixed a sandbox denyRead/allowRe