2026-06-30（内容获取于 06/30 05:20）

T-Mobile is booting customers from its oldest plans

The Verge · 06/30 05:06

Time to say goodbye to that legacy Sprint plan. | Image: Alex Castro / The Verge Earlier today, T-Mobile started notifying customers that it will be retiring many legacy plans and moving subscribers onto one of its current rate plans. This move includes plans that date back to the 3G era, and it's g

中文介绍 T-Mobile开始通知客户，将逐步淘汰包括Sprint在内的多款老旧资费计划，并将订阅用户迁移至其当前的资费套餐。此举旨在精简服务，统一用户基础。

After a great start, DC’s new cinematic universe is already slowing down

The Verge · 06/30 05:00

While Kara Zor-El's appearance at the end of James Gunn's Superman was a very pleasant surprise, Warner Bros. Discovery's plan to fast-track a standalone Supergirl feature always felt a little dubious. It seemed odd that, after Superman, the studio wanted to flesh out its new cinematic universe with

中文介绍 尽管詹姆斯·古恩的《超人》开局良好，但华纳兄弟探索公司计划快速推进独立《超级女孩》电影的举动引发质疑。有评论认为，DC新电影宇宙的发展速度可能已出现放缓迹象。

Chamath Palihapitiya raises $135M Series A for his AI coding startup, takes CEO role

TechCrunch · 06/30 04:55

VCs remain thirsty to fund AI coding startups. This one, founded by investor, Chamath Palihapitiya, is no exception.

中文介绍 知名投资者Chamath Palihapitiya为他的人工智能编码初创公司成功筹集了1.35亿美元A轮融资，并亲自担任首席执行官。风险投资界对AI编码初创公司的投资热情依然高涨。

Leaked iPhone 18 Pro photos reportedly wound up on the dark web

The Verge · 06/30 04:18

The iPhone 17 Pro. | Image: The Verge Leaked iPhone 18 Pro photos and parts lists appeared on the dark web following a data breach affecting one of Apple's key suppliers, according to a report from Reuters. The leaked images show a drop test of what a source tells Reuters is the iPhone 18 Pro, equip

中文介绍 据路透社报道，因苹果一家关键供应商遭遇数据泄露，iPhone 18 Pro的照片和零件清单已出现在暗网。泄露图像据称展示了该款手机的跌落测试情况。

Gemini’s personalized AI image generation is now free for US users

TechCrunch · 06/30 04:12

Google is expanding Gemini’s personalized AI image generation to eligible free users in the U.S., allowing the chatbot to create images based on your interests and data from connected Google apps.

中文介绍 Google正在将Gemini的个性化AI图像生成功能免费开放给符合条件的美国用户。该功能允许聊天机器人根据用户的兴趣和Google关联应用数据来创建图像。

US renewable boom passes key milestone in April

Ars Technica · 06/30 04:12

Small-scale solar helped renewables nearly triple coal generation on the US grid.

Supreme Court ruling guts government’s use of geofence warrants

Ars Technica · 06/30 04:04

SCOTUS falls short of deeming geofence warrants unconstitutional, though.

Tidal won’t pay royalties on AI-generated music but isn’t banning it outright

The Verge · 06/30 03:47

Tidal shared its new policies regarding AI-generated music today and how the platform plans to "protect artists" and "inform listeners." Instead of banning it outright, starting on July 15th Tidal will label tracks it has identified as being 100 percent AI-generated with an icon. But starting today

中文介绍 Tidal公布其关于AI生成音乐的新政策，将不为这类音乐支付版税，但不会完全禁止。从7月15日起，Tidal将对100%由AI生成的曲目进行标记，旨在「保护艺术家」并「告知听众」。

Sony’s next-gen PlayStation will go ‘beyond the living room’

The Verge · 06/30 03:12

There are already a few ways to play PlayStation games on the go, but Sony is also rumored to be working on a new handheld. | Photo by Antonio G. Di Benedetto / The Verge Sony hinted in a recent Q&A with investors that the next generation PlayStation will offer some kind of experience that lets you

中文介绍 索尼在最近与投资者的一次问答中暗示，下一代PlayStation（PS6）将“超越客厅”，提供某种便携式游戏体验。有传闻称，索尼正在开发一款新的掌机产品。

Sony erases digital content from libraries; we're reminded we don’t own what we buy

Ars Technica · 06/30 03:10

Sony has been scaling down its digitial store for a few years.

Watch out, Amazon: The Kobo eReader now has a Goodreads rival

TechCrunch · 06/30 03:06

Kobo users can now automatically sync their reading progress to StoryGraph, making it easier to track books, reading stats, and challenges without relying on Amazon’s Goodreads.

中文介绍 Kobo电子阅读器用户现在可以将阅读进度自动同步到StoryGraph，从而更轻松地追踪书籍、阅读统计和挑战，不再依赖亚马逊的Goodreads服务，此举或将对亚马逊构成竞争。

Ozone loss was a thing even before CFCs were widely used

Ars Technica · 06/30 03:00

With today’s scientific tools, the problem could have been spotted in the 1950s.

OpenAI is teasing new hardware… for Codex

The Verge · 06/30 02:52

OpenAI is releasing some sort of device related to its AI-powered coding tool, Codex, on July 15th. In a video posted to X on Monday, OpenAI shows a square-shaped device with several buttons, alongside the caption, "Your favorite Codex shortcuts are getting an upgrade." This isn't the mysterious AI-

中文介绍 OpenAI宣布将于7月15日发布一款与其AI编码工具Codex相关的新硬件设备。在X平台发布的视频中，该设备呈方形并带有多个按钮，并配文「你最喜欢的Codex快捷方式正在升级」。

Waymo and Uber quietly part ways in Phoenix

TechCrunch · 06/30 02:45

Uber said it is readying the launch of a separate autonomous vehicle partnership in the city, but did not name the partner.

中文介绍 自动驾驶公司Waymo和网约车巨头Uber已在凤凰城悄然终止合作。Uber表示正准备在该市推出新的自动驾驶合作项目，但未透露具体合作伙伴名称。

Google warns EU's plans to weaken its monopoly could expose user data

Ars Technica · 06/30 02:21

The EU wants Google to share search data with competitors and open up AI on Android, but Google alleges major privacy risks.

simplex-chat/simplex-chat

Haskell · ★ 16,461 · 🍴 950 · 📈 1,611 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。

msitarzewski/agency-agents

Shell · ★ 118,766 · 🍴 19,457 · 📈 1,221 stars today

A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injectors to reality checkers. Each agent is a specialized expert with personality, processes, and proven deliverables.

中文介绍 agency-agents 项目提供了一个完整的 AI 代理机构框架，通过部署多个具有特定人格和专业技能的 AI Agent，协同完成复杂任务。这些 Agent 涵盖前端开发、社区运营、创意生成和事实核查等多样化角色，旨在模拟人类团队协作，实现自动化决策与执行。它适用于需要集成多种 AI 能力、自动化跨领域工作流的开发者和企业。

cupy/cupy

Python · ★ 11,798 · 🍴 1,082 · 📈 352 stars today

NumPy & SciPy for GPU

中文介绍 `CuPy` 是一个用于 GPU 加速的 Python 库，它提供了与 NumPy 和 SciPy 兼容的 API 接口。该项目旨在帮助数据科学家、机器学习工程师和科研人员，能够通过最小的代码改动，将现有的 NumPy/SciPy 计算任务无缝迁移到 NVIDIA GPU 上运行。它解决了纯 CPU 计算在处理大规模数组运算和科学计算时性能瓶颈的问题，显著提升了数据处理和模型训练的速度，特别适用于深度学习、图像处理和物理模拟等计算密集型场景。

altic-dev/FluidVoice

Swift · ★ 4,322 · 🍴 270 · 📈 836 stars today

FluidVoice - Fastest macOS Offline Dictation app - Voice to Text fully Local. One ⭐ takes us a long way :))

中文介绍 `FluidVoice` 是一款专为 macOS 用户设计的高性能离线听写应用，旨在提供极速的语音转文本体验。该项目最大的亮点在于其完全本地化的处理能力，无需联网即可准确进行语音识别，有效保护了用户隐私并确保了数据安全。它解决了传统在线听写服务可能存在的延迟、隐私泄露和网络依赖问题，非常适合需要频繁进行文本输入、注重效率和隐私的 macOS 用户，无论是撰写文档、记录会议还是日常办公，都能提供流畅且安全的语音输入体验。

soxoj/maigret

Python · ★ 34,312 · 🍴 2,595 · 📈 191 stars today

🕵️‍♂️ Collect a dossier on a person by username from 3000+ sites

中文介绍 maigret 是一个开源情报（OSINT）工具，它能通过一个用户名，从超过 3000 个网站上收集与该用户相关的所有公开信息，并生成一份详细的用户档案。该工具旨在帮助安全研究人员、调查人员或普通用户进行数字足迹分析、身份验证或了解某个在线身份的公开活动。它自动化了跨平台的信息收集过程，极大地提高了效率。

commaai/openpilot

Python · ★ 62,740 · 🍴 11,112 · 📈 465 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。

ripienaar/free-for-dev

HTML · ★ 126,659 · 🍴 13,255 · 📈 1,971 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。

logto-io/logto

TypeScript · ★ 12,587 · 🍴 861 · 📈 77 stars today

🧑‍🚀 Authentication and authorization infrastructure for SaaS and AI apps, built on OIDC and OAuth 2.1 with multi-tenancy, SSO, and RBAC.

中文介绍 Logto 是专为 SaaS 和 AI 应用设计的身份验证与授权基础设施。它基于 OIDC 和 OAuth 2.1 标准构建，提供了多租户（multi-tenancy）、单点登录（SSO）以及基于角色的访问控制（RBAC）等核心功能。Logto 旨在帮助开发者快速集成安全、可扩展的用户管理系统，简化复杂的身份认证流程，确保不同应用场景下的数据安全和权限管理，非常适合需要快速部署用户体系的云服务提供商。

xbtlin/ai-berkshire

Python · ★ 6,548 · 🍴 862 · 📈 1,397 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。

browser-use/video-use

Python · ★ 11,861 · 🍴 1,569 · 📈 976 stars today

Edit videos with coding agents

中文介绍 `video-use` 是一个探索通过“编码代理”来编辑视频的创新项目。它旨在颠覆传统的图形界面视频编辑模式，允许用户通过编写代码或使用智能代理来自动化和执行复杂的视频剪辑、特效添加及内容生成等任务。该项目解决了传统视频编辑软件操作繁琐、难以批量处理的问题，为开发者、内容创作者和研究人员提供了一种全新的、更具编程性和自动化潜力的视频制作方式，尤其适合需要进行程序化视频生成、自动化后期处理或实验新颖交互模式的场景。

Unclecheng-li/VulnClaw

Python · ★ 1,099 · 🍴 168 · 📈 105 stars today

基于 AI Agent + MCP 工具链 + 渗透 Skill 编排， 配合大语言模型， 自然语言输入 → 自动完成「信息收集 → 漏洞发现 → 漏洞利用 → 报告生成」全流程。

中文介绍 VulnClaw 是一个基于 AI Agent 和大语言模型（LLM）的自动化渗透测试工具。它结合了 MCP 工具链和渗透技能编排，用户只需通过自然语言输入，即可自动完成从信息收集、漏洞发现、漏洞利用到最终报告生成的全流程。该项目旨在赋能安全分析师和红队成员，大幅提高渗透测试的效率和覆盖范围，将复杂的手动操作转化为智能化的自动执行。

0xNyk/council-of-high-intelligence

Shell · ★ 1,816 · 🍴 196 · 📈 323 stars today

18 AI personas deliberate your hardest decisions across multiple LLM providers. Aristotle, Feynman, Kahneman, Torvalds & more — structured multi-round deliberation with genuine model diversity. One command: /council

中文介绍 council-of-high-intelligence 引入了一个独特的 AI 决策辅助系统，它汇聚了来自不同 LLM 提供商的 18 种 AI 人格，如亚里士多德、费曼等。这些 AI 角色会围绕用户的难题进行结构化、多轮次的讨论和审议，以提供多角度的深刻见解。通过模拟专家委员会的决策过程，该项目旨在利用模型多样性，帮助个人或团队更全面地分析复杂问题，作出更明智的决定。

HKUDS/Vibe-Trading

Python · ★ 15,033 · 🍴 2,684 · 📈 840 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。

refactoringhq/tolaria

TypeScript · ★ 17,472 · 🍴 1,205 · 📈 249 stars today

Desktop app to manage markdown knowledge bases

中文介绍 Tolaria 是一款专为管理 Markdown 格式知识库而设计的桌面应用程序。它提供了一个直观的界面，帮助用户高效地创建、组织和检索笔记与文档。通过支持 Markdown 语法，用户可以轻松编写格式丰富的技术文档、项目笔记或个人知识总结。这款应用非常适合开发者、作家、研究人员以及任何需要维护结构化文本信息并希望在本地桌面环境中进行管理的个人或团队。

veracrypt/VeraCrypt

C · ★ 10,449 · 🍴 1,231 · 📈 187 stars today

Disk encryption with strong security based on TrueCrypt

中文介绍 VeraCrypt 是一款开源的磁盘加密软件，继承并增强了已停产的 TrueCrypt 项目。它提供强大的安全性，允许用户对硬盘、U 盘、或创建加密容器进行实时（on-the-fly）加密，从而保护数据的机密性。VeraCrypt 支持多种加密算法和哈希函数，并具备隐藏卷功能，旨在为个人和企业提供最高级别的数字隐私和数据保护。它适用于任何需要严格保护敏感信息的场景。

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 帖子讨论如何利用 Claude Cowork 搭建一人公司。博主可能分享了相关策略、工具集成或具体实践方法，旨在为独角创业者提供运营思路和效率提升方案。

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。

$OUST Deep Dive - One of My Favorite Physical AI Plays

@crux_capital_ · 52.8K 粉丝 · 217.5K 阅 · 503 赞 · 56 转

06/28 04:53

This is the most in depth report I have ever written, on a very exciting company. If you read this article you will have a much deeper understanding of what Ouster does, how it plays into Physical AI,

中文介绍 博主发布一篇关于 Ouster 公司的深度分析报告，详尽阐述该公司在“实体 AI”（Physical AI）领域的核心角色、技术及市场潜力，旨在帮助读者深入理解其业务模式。

ORACLE: Official AI Agents Trade on Polymarket

@OracleLimited · 37.6K 粉丝 · 202.9K 阅 · 2.8K 赞 · 562 转

06/29 22:08

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 「OracleLimited」分享了对2026年预测市场的未来愿景。届时，自主AI智能体将成为最有效的交易策略之一，Polymarket上超过30%的活动将由算法和AI驱动的钱包完成。该分享描绘了AI在去中心化金融和预测领域深度参与的趋势。

ORACLE: Official AI Agents Trade on Polymarket

@OracleAiTrading · 34.1K 粉丝 · 176.1K 阅 · 2.7K 赞 · 567 转

06/30 02:06

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 「OracleAiTrading」提出了一个关于2026年预测市场前景的展望。文中指出，自主AI智能体将主导市场，成为最有效的交易策略，届时Polymarket上逾30%的交易将由算法和AI驱动的钱包进行。这篇推文描绘了AI在未来金融市场中的核心作用。

How to Build a $10,000-Level Website With Animations in Claude Code

@monokern · 1.9K 粉丝 · 175.8K 阅 · 546 赞 · 49 转

06/28 22:57

Agencies charge $5,000 for a portfolio site that looks this good I built mine in 2 hours. Here's exactly how This is the real walkthrough - not a generic template guide I'm using my own portfolio as

中文介绍 博主「monokern」分享了如何使用Claude Code在两小时内构建一个价值5000美元级别的带动画效果的个人作品集网站。他通过自身案例详细展示了具体操作步骤，强调这是一个实用的真实工作流，而非通用模板指南，旨在帮助用户高效利用AI工具实现高质量的网站开发。

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

@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 帖子展望 2026 年，预测自治 AI 代理将在 Polymarket 等预测市场中占据主导地位。届时，超过 30% 的市场活动将由算法和 AI 驱动的钱包产生，揭示 AI 在金融预测领域的未来潜力。

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 · 57.4K 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。

The Hermes + Obsidian + Claude Code Trinity: The Full System for Running a One Person Company

@cyrilXBT · 186.6K 粉丝 · 77.2K 阅 · 510 赞 · 93 转

06/28 08:55

There is a specific moment that tells you whether someone is running a real one person company or just using a lot of apps. It is the moment they get asked a question about their own business and they

中文介绍 博主分享一套用于高效运营一人公司的完整系统，核心由 Hermes、Obsidian 和 Claude Code 三个工具协同构成，旨在帮助独角创业者整合应用，流畅应对业务挑战。

How we built the world’s fastest API for GLM-5.2

@philipkiely · 8.6K 粉丝 · 73.1K 阅 · 544 赞 · 36 转

06/23 08:13

GLM-5.2 is the biggest news in open models since DeepSeek-R1. It’s easy to see why. GLM-5.2 delivers comparable performance to GPT 5.5 and Opus 4.8 at a fraction of the cost, generally 70-80% less

中文介绍 该帖子详细阐述了团队如何为 GLM-5.2 构建「全球最快 API」的工程实践。GLM-5.2 被誉为自 DeepSeek-R1 以来开放模型领域的重要进展，其性能可媲美 GPT 5.5 和 Opus 4.8，但成本显著降低 70-80%。帖子展示了如何优化 API 以充分发挥 GLM-5.2 的高性价比优势。

i don't want to use your agent

@RhysSullivan · 57.4K 粉丝 · 48.9K 阅 · 501 赞 · 23 转

06/28 05:56

i want to use the skills, knowledge, and apis your company has spent years developing, not your custom agent almost every company by this point has shipped an agent there's a cloudflare agent in their

中文介绍 「RhysSullivan」表达了他对当前公司普遍推出自定义AI智能体的反感。他指出，用户更希望直接利用公司多年开发的技能、知识和API，而非强制使用其定制智能体。博主以Cloudflare为例，探讨了产品设计中用户体验与AI集成策略的冲突，呼吁回归以API为中心的开放模式。

PerceptionRubrics: Calibrating Multimodal Evaluation to Human Perception

👍 0

06/26 08:00

We introduce PerceptionRubrics, a rubric-based evaluation framework that addresses the gap between saturated benchmark scores and real-world brittleness. Shifting evaluation from holistic semantic matching to rigorous atomic auditing, PerceptionRubrics pairs 1,038 information-dense images with over

中文介绍 PerceptionRubrics是一个基于评估规则的框架，旨在弥合基准分数饱和与真实世界脆弱性之间的鸿沟。它将评估方式从整体语义匹配转向严谨的原子审计，包含1,038个信息密集型元素，以更准确地校准多模态评估与人类感知。

Towards Automating Scientific Review with Google's Paper Assistant Tool

👍 3

06/26 08:00

Artificial intelligence is driving a revolution in scientific discovery, accelerating everything from hypothesis generation to mathematical theorem proving. However, this rapid acceleration is creating a systemic challenge: traditional human peer review cannot scale to match the influx of AI-assiste

中文介绍 Google正在开发Paper Assistant工具，旨在利用人工智能自动化科学评审过程。此举为应对AI加速科学发现带来的挑战，即传统人工同行评审难以跟上研究速度，以支持从假设生成到数学定理证明等领域的快速发展。

SimFoundry: Modular and Automated Scene Generation for Policy Learning and Evaluation

👍 6

06/26 08:00

Training and evaluating robot policies in the real world is costly and difficult to scale. We introduce SimFoundry, a modular and automated system for zero-shot real-to-sim scene construction from a video. SimFoundry generates sim-ready digital twins and supports object, scene, and task editing, ena

中文介绍 SimFoundry是一个模块化、自动化系统，能够从视频实现零样本真实场景重建到模拟环境。它旨在解决机器人策略在真实世界中训练和评估成本高、难以扩展的问题，可生成用于模拟的数字孪生体，并支持物体、场景等元素的构建。

HAT-4D: Lifting Monocular Video for 4D Multi-Object Interactions via Human-Agent Collaboration

👍 0

06/26 08:00

Extracting dynamic 4D object interactions from massive, in-the-wild monocular videos offers a highly efficient data collection pathway for scaling Embodied AI and training VLAs. However, existing monocular 4D reconstruction methods primarily focus on isolated objects, often failing under the severe

中文介绍 HAT-4D提出通过人机协作从大规模、真实单目视频中提取动态4D多对象交互。这为具身AI和VLA的训练提供了高效的数据收集途径，旨在克服现有单目4D重建方法主要关注孤立对象且常常失败的局限性。

GBC: Gradient-Based Connections for Optimizing Multi-Agent Systems

👍 8

06/26 08:00

Multi-agent systems (MAS) built on large language models (LLMs) provide a promising framework for solving complex tasks through role specialization and structured interaction. However, their performance is often limited by miscoordination and, more fundamentally, the lack of fine-grained credit assi

中文介绍 GBC（Gradient-Based Connections）旨在优化基于大型语言模型（LLM）的多智能体系统性能。该研究提出解决多智能体系统在角色专业化和结构化交互中常见的协调失误及缺乏精细控制的问题，从而提升其解决复杂任务的能力。

Translation as a Bridging Action: Transferring Manipulation Skills from Humans to Robots

👍 32

06/26 08:00

We study whether we can learn novel manipulation skills from human actions to a bi-manual robot with parallel grippers. Human action data is cheap, abundant, and diverse, making it one of the most promising resources for scaling up robot learning. Yet transferring skills from humans to robots remain

中文介绍 该研究探讨将人类操作技能迁移至带平行夹持器的双臂机器人，提出「Translation as a Bridging Action」概念。利用丰富且多样的人类动作数据，旨在解决技能从人类到机器人的迁移挑战，以加速机器人学习和新操作技能的习得。

PhysisForcing: Physics Reinforced World Simulator for Robotic Manipulation

👍 39

06/26 08:00

Video generation models have emerged as a promising paradigm for embodied world simulation. However, both general-domain video generators and robot-specific data fine-tuned models can still produce physically implausible manipulations, including discontinuous motion trajectories and inconsistent rob

中文介绍 PhysisForcing提出一种物理增强型世界模拟器，用于机器人操作。它旨在解决现有视频生成模型在具身世界模拟中可能产生物理上不合理操作（如不连续运动轨迹）的问题，通过融入物理定律来提升模拟的真实性和准确性。

OSOR: One-Step Diffusion Inpainting for Effect-Aware Object Removal

👍 1

06/26 08:00

Real-world object removal is challenging due to two key difficulties: the target object's non-local effects, such as shadows and reflections, which are difficult to model, and the fact that user-provided masks are often inaccurate or incomplete. With billions of parameters and tens of denoising step

中文介绍 OSOR提出一种一步扩散修复方法，用于实现对效果敏感的物体移除。该方法旨在解决真实世界物体移除的挑战，包括处理阴影和反射等非局部效应，以及用户提供遮罩不准确或不完整的问题，从而实现更精准的图像修复。

MultiHashFormer: Hash-based Generative Language Models

👍 16

06/26 08:00

Language models (LMs) represent tokens using embedding matrices that scale linearly with the vocabulary size. To constrain the parameter footprint, prior work proposes hashing many tokens into a single vector within encoder-only models. While this offers parameter efficiency, many-to-one collisions

中文介绍 MultiHashFormer提出一种基于哈希的生成式语言模型，旨在解决传统语言模型嵌入矩阵随词汇量线性增长导致参数量过大的问题。该模型通过将多个token哈希到单个向量中，提高了参数效率，同时克服了此前哈希方法在生成模型中的局限性。

Parallel Rollout Approximation for Pixel-Space Autoregressive Image Generation

👍 4

06/26 08:00

Pixel-space continuous-token autoregressive (AR) generation directly models images as sequences of raw pixel patches, avoiding discrete tokenization or a separately pretrained tokenizer. However, it faces coupled challenges: high-dimensional patch generation causes large single-step errors, and teac

中文介绍 该研究提出「Parallel Rollout Approximation」方法，用于像素空间自回归图像生成。该方法直接将图像建模为原始像素块序列，避免了离散token化或单独预训练分词器，解决了高维块生成导致的单步计算量大以及强序列依赖性等挑战。

ProMSA:Progressive Multimodal Search Agents for Knowledge-Based Visual Question Answering

👍 7

06/26 08:00

Knowledge-based Visual Question Answering (KB-VQA) requires models to combine image understanding with external knowledge. Most prior methods use a fixed retrieve-then-generate pipeline with a pre-selected retriever and a static top-k setting, which is not adaptive during reasoning. We propose ProMS

中文介绍 ProMSA提出渐进式多模态搜索代理，用于基于知识的视觉问答（KB-VQA）。它解决了现有KB-VQA方法采用固定检索-生成流程、检索器和top-k设置不适应推理过程的问题，通过自适应搜索机制提升模型结合图像理解和外部知识的能力。

Reflect-R1: Evidence-Driven Reflection for Self-Correction in Long Video Understanding

👍 0

06/26 08:00

Current multimodal reflection mechanisms for long video understanding predominantly rely on closed-loop self-reflection within internal parameters. Lacking objective external evidence, models are frequently trapped in blind confidence and often fail to correct errors. Furthermore, applying reinforce

中文介绍 Reflect-R1提出一种证据驱动的反射机制，用于长视频理解中的自我纠正。该机制通过引入客观外部证据，解决当前多模态反射机制依赖内部闭环自反射导致模型「盲目自信」且难以纠正错误的问题，从而提高视频理解的准确性。

A Study of Temporal Fusion Strategies for Named Entity Recognition in Historical Texts

👍 1

06/26 08:00

Temporal variation poses a unique challenge for named entity recognition (NER) in historical texts, where entities drift in surface form and salience across time. While language models (LMs) have made progress in various NLP tasks, their ability to reason about temporality, especially in diachronic

SpatialUAV: Benchmarking Spatial Intelligence for Low-Altitude UAV Perception, Collaboration, and Motion

👍 0

06/26 08:00

Spatial intelligence is essential for low-altitude unmanned aerial vehicle (UAV) perception, collaboration, and navigation. However, existing UAV benchmarks often emphasize image-level recognition, single-view understanding, or narrow answer formats, leaving 3D spatial inference, multi-view collabor

Video-MME-Logical: A Controlled Diagnostic Benchmark for Video Temporal-Logical Reasoning

👍 0

06/26 08:00

Recent interest in multimodal large language models (MLLMs) raises a central question: can they reason over dynamic visual evidence rather than merely recognize objects or events in individual frames? This ability, which we refer to as video temporal-logical reasoning, requires models to maintain, u

NormAct: A Benchmark for Hidden Social Norm Compliance in Embodied Planning

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06/26 08:00

Multimodal large language models (MLLMs) are increasingly deployed as embodied planners in egocentric environments, where task success requires not only achieving instructed goals but also acting in socially appropriate ways. While explicit goals may render certain actions optimal, implicit social n

SHIFT: Gate-Modulated Activation Steering for Knowledge Conflict Mitigation in Retrieval-Augmented Generation

👍 0

06/26 08:00

Retrieval-augmented generation (RAG) enhances LLMs by incorporating external knowledge to support response generation. However, conflicts between retrieved context and parametric knowledge have emerged as a critical challenge in RAG systems. To mitigate such conflicts, numerous studies have attempte

NormGuard: Reward-Preserving Norm Constraints in Flow-Matching Reinforcement Learning

👍 3

06/26 08:00

Reinforcement learning (RL) post-training improves the reward alignment of flow-based generators, but often degrades perceptual quality in ways that are not captured by the reward proxy. We identify a simple structural signature of this drift: across three post-training methods (NFT, AWM, DPO), RL f

When Search Agents Should Ask: DiscoBench for Clarification-Aware Deep Search

👍 0

06/26 08:00

Search agents powered by large language models (LLMs) are increasingly used to solve complex information-seeking tasks, requiring multi-step retrieval and reasoning to fulfill user goals. However, existing benchmarks often assume that user queries are complete and explicit, overlooking the fact that

RayPE: Ray-Space Positional Encoding for 3D-Aware Video Generation

👍 0

06/26 08:00

Modern video diffusion transformers position their tokens through RoPE on the (u,v,t) axes -- a description of the camera's sampling grid that says nothing about the 3D structure of the scene. We observe that the geometric relation between two camera rays is captured by the Plucker reciprocal produc

Simplified Sparse Attention via Gist Tokens

👍 1

06/26 08:00

Sparse attention can reduce the cost of long-context inference, but most variants introduce new architectural components. We introduce Simplified Sparse Attention (SSA), a simpler approach to sparse attention that requires no architectural changes. Concretely, we first perform continued pretraining

Qwen-Image-2.0-RL Technical Report

👍 26

06/25 08:00

We present Qwen-Image-2.0-RL, a post-training pipeline that applies reinforcement learning from human feedback (RLHF) and on-policy distillation (OPD) to improve both the visual quality and instruction-following capability of the Qwen-Image-2.0 diffusion model. To provide reliable reward signals, we

Ko-WideSearch: A Korean Breadth-Search Benchmark for Exhaustive Set Enumeration by Web Agents

👍 4

06/25 08:00

Web-agent benchmarks overwhelmingly measure depth -- pinning one obscure answer behind a chain of constraints -- while breadth, exhaustively enumerating a closed set and filling each item's attributes, is barely evaluated, especially outside English. Breadth is also hard to build: certifying that a

MemoBench: Benchmarking World Modeling in Dynamically Changing Environments

👍 1

06/25 08:00

Video generation models aspire to simulate dynamic environments, and several benchmarks now evaluate memory consistency across frames. However, most assess consistency only while the target remains in view, and the few that force objects out of view evaluate static scenes where nothing changes durin

Measuring Racial Disparities in Rent Growth Under Algorithmic Landlord Concentration in U.S. Metros

👍 0

06/25 08:00

The 2024 Department of Justice antitrust complaint against RealPage, Inc. named five major residential REITs for coordinating algorithmic rent pricing across hundreds of thousands of apartment units in major US metropolitan areas. This paper studies whether census-tract-level corporate landlord conc

Cluster, Route, Escalate: Cascaded Framework for Cost-Aware LLM Serving

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06/25 08:00

Efficient deployment of large language models (LLMs) in production forces a trade-off between accuracy and cost. Operators often default to a single model that is either expensive for easy queries or insufficient for hard ones. To address this challenge, we propose a two-stage cascaded solution. Sta

Towards Evaluation of Implicit Software World Models in Coding LLMs

👍 1

06/25 08:00

Software engineering, whether performed by humans or by AI agents, requires reasoning about how software behaves. We call the internal model that supports such reasoning the software world model, and view current code-execution benchmarks as covering one well-studied slice of it -- control flow. In

DanceOPD: On-Policy Generative Field Distillation

👍 73

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

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

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

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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

Spira for Product Hunt Makers

06/30 05:13

Social media growth agents that build your momentum

中文介绍 Spira AI 是一款专为 Product Hunt 创作者设计的社交媒体增长代理工具。它旨在通过自动化增长策略，帮助用户在社交媒体上积累势头和提升影响力。

VisibAI

06/30 05:10

Are you in AI answers? Find out and fix it in minutes

中文介绍 VisibAI 是一款AI可见性审计工具，帮助用户快速检测其内容是否被AI回答系统抓取或呈现。该工具能在一分钟内识别并协助用户修正相关问题，以优化其在AI驱动搜索结果中的可见性。

ClinePass

06/30 05:08

Run the best open-weights models in Cline

中文介绍 ClinePass 是一款允许用户在 Cline 平台上运行顶级开源大模型的产品。它提供了一个便捷的环境，使用户能够轻松访问并部署多种开放权重模型，从而简化了模型的使用和管理流程。

Sami

06/30 05:05

Automate ad budgets across Google, LinkedIn & Meta ads

中文介绍 Sami 是一款广告预算自动化工具，旨在帮助用户管理和优化跨平台广告投放。它支持自动化 Google、LinkedIn 和 Meta 等主流广告平台的预算分配，从而提高广告活动的效率和规模。

Epilogue. Write novels, scripts & poetry

06/30 05:03

The professional book writing app built for serious authors

中文介绍 Epilogue 是一款专为专业作家设计的书籍创作应用程序，全面支持小说、剧本和诗歌等多种形式的写作。这款应用旨在为认真创作的作者提供一个功能强大、优化工作流程的专业平台，帮助他们高效完成高质量作品。

discode.ai

06/30 04:59

100+ AI models, one interface. ECO friendly.

中文介绍 discode.ai 提供一个统一的用户界面，整合了超过100个不同的AI模型。这款平台强调其环保特性，旨在为用户提供一个高效且可持续的AI模型管理和使用环境。通过单一入口，用户可以便捷地访问多种AI功能。

Crest

06/30 04:58

System stats and translation on your Mac's notch

中文介绍 Crest 是一款为 Mac 用户设计的工具，它可以在 MacBook 屏幕的「刘海」区域显示系统状态统计信息，并提供即时翻译功能。这款应用旨在提供便捷的系统监控和语言辅助体验。

Lyto

06/30 04:58

"One AI agent across your browser, tools, and messages "

中文介绍 Lyto 提供一个跨浏览器、跨工具和跨消息应用的统一AI代理。它旨在作为一个智能助手，无缝整合用户在不同平台上的操作与信息，提供连贯且高效的AI支持体验，从而简化工作流程和日常数字交互。

Cloud World Model

06/30 04:58

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。

Persona.js

06/30 04:58

Add WebMCP-native AI chat to any Frontend

中文介绍 Persona.js 是一个软件开发工具库，允许开发者将WebMCP原生的AI聊天功能轻松集成到任何前端界面中。它旨在简化AI聊天功能的部署过程，使开发者能够快速为他们的应用程序或网站添加智能对话能力，从而提升用户交互体验。

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

好奇火山方舟的 Coding Plan 风评为什么这么差？谈谈我的使用感受

06/30 01:00

10 回复 · 程序员 节点

实在受不了 tushare 了!自己写了一个!日 k 数据+分时本地数据库，每日自动更新，免费送给需要的人了

06/29 21:35

7 回复 · 程序员 节点

面对 Apple 涨价，不得不重新掏出我的黑苹果了

06/29 17:45

16 回复 · Apple 节点

DeepSeek V4 正式版计划于 7 月中旬正式上线 --定价调整了。。

06/29 17:43

13 回复 · 程序员 节点

工作 8 年，这样 while 循环调别人接口是什么水平？

06/29 17:15

21 回复 · 程序员 节点

如果现在所有 AI 工具都不能用了，你们会是什么感受？

06/29 16:14

23 回复 · 程序员 节点

有类似 codex 的查看远程电脑上 git 文件改动的工具吗？

06/29 15:47

6 回复 · 程序员 节点

体验了一下 zcode,有点一言难尽

06/29 15:39

20 回复 · 程序员 节点

APPLE ACCOUNT 比金子还珍贵？

06/29 12:26

23 回复 · Apple 节点

现在买 AirPods4 降噪版，有什么靠谱、优惠的购买渠道？

06/29 10:25

23 回复 · Apple 节点

.self: A new top-level domain designed to support self-hosting

06/30 03:49

59 points · 60 comments

JumpServer: Open-Source Privileged Access Management

06/30 03:06

26 points · 6 comments

.garden TLD's change to a bad neighborhood

06/30 02:49

23 points · 16 comments

Micro-Agent: Beat Frontier Models with Collaboration Inside Model API

06/30 02:03

27 points · 5 comments

Ornith-1.0: self-improving open-source models for agentic coding

06/30 01:16

98 points · 21 comments

Qwen 3.6 27B is the sweet spot for local development

06/30 01:05

412 points · 376 comments

The Radiation Exposure Lie

06/30 00:27

99 points · 63 comments

European ISPs Want Rightsholders Held Accountable for Overblocking Damage

06/30 00:07

273 points · 68 comments

US Supreme Court rules geofence warrants require constitutional protections

06/29 23:54

316 points · 139 comments

A native graphical shell for SSH

06/29 23:42

183 points · 76 comments

WATaBoy: JIT-Ing Game Boy Instructions to WASM Beats a Native Interpreter

06/29 23:02

151 points · 18 comments

You Don't Know Jack About Formal Verification

06/29 22:12

74 points · 25 comments

Rocketlab acquires Iridium

06/29 22:09

310 points · 181 comments

Instagram is incorporating users' photos in ads for Meta Glasses

06/29 21:26

281 points · 127 comments

What happens when you run a CUDA kernel?

06/29 21:11

177 points · 15 comments

Tidal AI Policy

06/29 21:09

279 points · 307 comments

Samsung, SK Hynix, Micron Sued in US over Memory Price Fixing

06/29 19:58

281 points · 144 comments

Rebuilding the Computer Room

06/29 19:34

77 points · 41 comments

The CEO of Mullvad is the main financer of the Swedish Örebro party

06/29 18:45

467 points · 1013 comments

Sandia National Labs SA3000 8085 CPU

06/29 18:20

137 points · 38 comments

Pollen tried to remove my article and Google is assisting with it

06/29 17:28

831 points · 120 comments

30-year sentence for transporting zines is a five-alarm fire for free speech

06/29 05:42

71 points · 17 comments

One million passports leaked online

06/28 19:22

https://www.theverge.com/tech/947157/passports-data-breach-c...https://www.schneier.com/blog/archives/2026/06/one-million-p...

ACL 1.0: A source-available commercial license for the AI era

06/28 17:45

11 points · 6 comments

The Permission Slip

06/27 09:29

5 points · 4 comments

Font-Family Recommendations

06/27 05:37

30 points · 7 comments

Venetian Bridge Brawls in 17th and 18th Century Art

06/27 00:16

48 points · 28 comments

Wallace the 6 inch f/2.8 telescope, building it, and hiking with it

06/26 15:29

69 points · 7 comments

The Return of Aspect Oriented Programming

06/26 06:12

67 points · 48 comments

Halvar's Guide to Entrepreneurship

06/25 23:28

182 points · 42 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