2026-07-12（内容获取于 07/12 04:42）

Oregon’s Attorney General withdraws effort to delay Paramount and Warner Bros. merger

The Verge · 07/12 02:44

Oregon Attorney General Dan Rayfield had been seeking documents from Paramount related to its takeover of Warner Bros. Discovery. Rayfield also asked a state circuit court judge to delay the closing of the deal by 60 days so that his office could review the documents. But according to Deadline and V

中文介绍 俄勒冈州检察长丹·雷菲尔德已撤回其要求延迟派拉蒙与华纳兄弟探索公司（Warner Bros. Discovery）合并案 60 天的请求。此前，他曾寻求审查派拉蒙与该收购案相关的文件，并要求州巡回法院法官推迟交易完成，但目前已放弃延缓合并的努力。

OpenAI's GPT-5.6 Sol Ultra reportedly solves a 50-year-old math problem in under an hour

The Decoder · 07/12 01:38

OpenAI's GPT-5.6 Sol Ultra produced a proof of the Cycle Double Cover Conjecture in under an hour, using 64 subagents working in parallel. The conjecture had remained unsolved for 50 years. Mathematician Thomas Bloom calls the proof surprisingly elementary but criticizes the lack of citations for kn

中文介绍 OpenAI 的 GPT-5.6 Sol Ultra 据报道在不到一小时内解决了困扰数学界 50 年的“循环双覆盖猜想”，该模型利用 64 个子代理并行工作。数学家 Thomas Bloom 称其证明“出奇地基本”，但对缺乏正式性提出批评。

Smart glasses without a camera? Even Realities bets productivity beats recording everyone

TechCrunch · 07/12 01:30

The glasses are targeted at people who might be constantly in meetings, giving presentations, and traveling to countries where different languages are spoken.

中文介绍 Even Realities 公司正在研发一种不带摄像头的智能眼镜，其目标用户是经常开会、做演示以及前往不同语言国家出差的商务人士。该产品旨在提升生产力，而非侧重录制功能。

Terrorist groups are using every major AI chatbot for attack planning and weapons development

The Decoder · 07/12 01:04

A Cambridge study found that Boko Haram uses AI chatbots like ChatGPT, Claude, and Gemini to plan attacks, build explosives, and maintain weapons. ISIS operatives have been training the group's commanders on how to bypass safety filters since 2023. Given that the study found safety filters repeatedl

中文介绍 剑桥大学一项研究显示，博科圣地等恐怖组织正利用 ChatGPT、Claude 和 Gemini 等主流 AI 聊天机器人来规划袭击、制造爆炸物和维护武器。自 2023 年以来，ISIS 成员已开始培训指挥官如何规避 AI 的安全过滤器。

FL Studio head Constantin Koehncke turns to Reddit for feedback and fun

The Verge · 07/11 23:00

If you're a music maker of a certain age, then you probably once dabbled with a pirated copy of a little app called Fruity Loops. These days it's called FL Studio, and Constantin Koehncke, is the man responsible for shepherding the pioneering digital audio workstation (DAW) through the modern age. A

中文介绍 FL Studio 开发商 Image-Line 的 CEO Constantin Koehncke 正积极在 Reddit 上寻求用户反馈，以改进这款作为开创性数字音频工作站（DAW）的软件，并与社区用户进行互动。

Nintendo’s Talking Flower got a small price cut

The Verge · 07/11 23:00

If you’re the type of person who could always use a little extra positive affirmation, or you have a weakness for weird gadgets, the Talking Flower might be of interest. I’m only kind of serious. The toy is based on a character from Super Mario Bros. Wonder that guides Mario through levels with quip

中文介绍 任天堂推出的《超级马力欧兄弟：惊奇》中的“会说话的花朵”玩具获得了小幅降价。这款玩具以游戏中引导马力欧的角色为原型，能提供积极肯定的语音。

White House taps the guy who keeps crying ‘aliens’ to run UFO group

The Verge · 07/11 22:18

Harvard astrophysicist Avi Loeb will head the UAP Science Advisory Council established by the White House, the Pentagon, the Office of the Director of National Intelligence, the FBI, and "the intelligence community." The Council will provide scientific reports and advice to the UAP Governing Board,

中文介绍 白宫、五角大楼、国家情报总监办公室、FBI 及情报界共同成立了不明空中现象（UAP）科学咨询委员会，并任命哈佛大学天体物理学家 Avi Loeb 担任主席。该委员会将负责提供关于 UAP 的科学报告和建议。

OpenAI bets on families as ChatGPT goes deeper into households

TechCrunch · 07/11 22:13

ChatGPT is hiring a dedicated product manager to build experiences for families, caregivers, and older adults, according to a job posting.

中文介绍 根据一份招聘启事，OpenAI 正在为 ChatGPT 招聘一名专门的产品经理，旨在为家庭、看护者和老年用户开发体验。这表明 OpenAI 计划将 ChatGPT 更深入地推广到家庭领域。

ICE are heavily armed killers. They’re also huge losers

The Verge · 07/11 21:00

Federal agents patrol the halls of immigration court at the Jacob K. Javits Federal Building in December 2025. | Photo by Michael Nigro/Pacific Press/LightRocket via Getty Images Donald Trump's Homeland Security regime has been at the center of two critical stories in the past two weeks. In the firs

中文介绍 2025年12月，联邦特工在美国雅各布·K·贾维茨联邦大楼的移民法庭巡逻。此外，前总统唐纳德·特朗普执政期间的国土安全部门曾涉及两起受到关注的事件，这些都使移民海关执法局（ICE）的工作及其政策成为讨论焦点。

A Jupiter-size planet that escaped its star's death

Ars Technica · 07/11 20:00

It's unclear how the planet avoided its star's bloated red giant stage.

中文介绍 科学家发现了一颗木星大小的行星，它似乎在其恒星进入膨胀的红巨星阶段后幸存下来。目前尚不清楚这颗行星是如何避免了恒星死亡过程中的影响，其存活机制仍是一个未解之谜。

A tasty RPG that will make you very hungry

The Verge · 07/11 20:00

Roleplaying games are often defined by excess. Storylines that span dozens of hours, side quests so big they could be their own game, massive worlds that require complex maps to explore, and casts so big you start forgetting character names. That's part of what makes these games feel like epic adven

中文介绍 角色扮演游戏《Dosa Divas》已在 PS5、Steam 和 Switch 平台发布。评论指出，这款游戏以其独特的故事和沉浸式体验为玩家带来乐趣，并且能让人产生食欲。

The perfect kit for all your tiny repairs

The Verge · 07/11 20:00

Hi, friends! Welcome to Installer No. 135, your guide to the best and Verge-iest stuff in the world. (If you're new here, welcome, crank the AC, and also you can read all the old editions at the Installer homepage.) This week, I've been reading about cold plunges and Colson Whitehead and the food tr

中文介绍 iFixit 推出了一款新的维修工具包，标题暗示它是一款“完美”的通用小修工具，可能是为 Nothing 3a 设备设计的。该工具包旨在帮助用户进行各种微小设备的维修。

Overhaul of public lands grazing regulations seeks to cut public involvement

Ars Technica · 07/11 19:11

For the first time since 1995, the Bureau of Land Management is rewriting its grazing regulations.

中文介绍 美国土地管理局（BLM）正在修订其公共土地放牧法规，这是自 1995 年以来的首次。此次改革旨在减少公众在放牧管理决策中的参与度，引发了对政策透明度的关注。

China's Orca world model matches specialized robotics systems without ever seeing a single action label

The Decoder · 07/11 17:03

The Beijing Academy of Artificial Intelligence has released Orca, a world model that predicts abstract world states instead of tokens or pixels. Trained on 125,000 hours of video without a single action label, Orca matches the specialized π0.5 on five robotics tasks and could help ease the field's c

中文介绍 北京智源人工智能研究院（BAAI）发布了世界模型 Orca。该模型在未经任何动作标签的 12.5 万小时视频上进行训练，预测抽象世界状态而非标记或像素，并在五项机器人任务上表现与专业系统 π0.5 相当。

Meta's Muse Spark 1.1 outperforms GLM-5.2 in coding and costs slightly less

The Decoder · 07/11 16:28

Meta's Muse Spark 1.1 scored 51 on the Artificial Analysis Intelligence Index, up eight points in three months. In coding, it edges past GLM-5.2 with a score of 71.3 at a lower cost of $0.26 per task. The hallucination rate dropped from 73 to 38 percent. The article Meta's Muse Spark 1.1 outperforms

中文介绍 Meta 的 Muse Spark 1.1 在人工智能分析指数中得分 51，三个月内上升 8 点。在编码能力方面，它以 71.3 分的表现略胜 GLM-5.2，并且每项任务成本更低，为 0.26 美元。同时，其幻觉率从 73% 大幅降至 38%。

catchorg/Catch2

C++ · ★ 20,964 · 🍴 3,429 · 📈 117 stars today

A modern, C++-native, test framework for unit-tests, TDD and BDD - using C++14, C++17 and later (C++11 support is in v2.x branch, and C++03 on the Catch1.x branch)

中文介绍 Catch2 是一个现代、纯 C++ 的测试框架，支持单元测试、测试驱动开发（TDD）和行为驱动开发（BDD）。它以其简洁的语法和自动注册测试的特性，显著简化了 C++ 项目的测试编写和管理。Catch2 兼容 C++14、C++17 及更高版本，帮助 C++ 开发者快速构建可靠的测试套件，确保代码质量和功能正确性。

abseil/abseil-cpp

C++ · ★ 17,751 · 🍴 3,209 · 📈 120 stars today

Abseil Common Libraries (C++)

中文介绍 Abseil C++ Common Libraries 是 Google 开源的一系列 C++ 基础库。它提供了一套通用的构建模块和实用工具，涵盖了字符串处理、容器、时间、并发原语以及智能指针等功能。Abseil 旨在帮助 C++ 开发者编写更可靠、更高效且更易于维护的代码，并促进现代 C++ 最佳实践的应用。适用于需要坚实底层支持和统一代码风格的大型 C++ 项目。

davila7/claude-code-templates

Python · ★ 28,979 · 🍴 3,178 · 📈 230 stars today

CLI tool for configuring and monitoring Claude Code

中文介绍 davila7/claude-code-templates 是一个命令行工具（CLI），用于配置和监控名为“Claude Code”的服务。它旨在简化与 Claude Code 相关的开发工作流，可能涉及 AI 辅助编程或代码生成等领域。该工具通过命令行接口提供便捷的交互方式，帮助开发者高效管理和监督 Claude Code 的运行状态。适用于使用 Claude Code 进行开发或运维的工程师。

google-labs-code/stitch-skills

TypeScript · ★ 7,019 · 🍴 944 · 📈 338 stars today

A library of Agent Skills designed to work with the Stitch MCP server. Each skill follows the Agent Skills open standard, for compatibility with coding agents such as Antigravity, Gemini CLI, Claude Code, Cursor.

中文介绍 stitch-skills 是一个 Agent Skill 库，专为与 Stitch MCP 服务器协同工作而设计。这些技能遵循 Agent Skills 开放标准，确保了与 Antigravity、Gemini CLI、Claude C 等编码智能体的兼容性。它提供了一系列模块化的能力，旨在增强 AI 编码智能体的功能，解决自动化编程和智能辅助开发中的复杂任务。适用于构建或扩展 AI 编码智能体及相关生态的开发者。

hashicorp/terraform

Go · ★ 49,334 · 🍴 10,681 · 📈 229 stars today

Terraform enables you to safely and predictably create, change, and improve infrastructure. It is a source-available tool that codifies APIs into declarative configuration files that can be shared amongst team members, treated as code, edited, reviewed, and versioned.

中文介绍 Terraform 是一个源可用的基础设施即代码（IaC）工具，它允许用户通过声明式配置文件安全且可预测地创建、修改和改进基础设施。它将 API 操作转换为代码，支持跨多个云提供商和本地环境管理计算、存储、网络等资源。Terraform 解决了基础设施配置管理中的手动操作、不一致性等问题，是 DevOps 团队实现自动化部署和版本控制的关键工具。

zeux/meshoptimizer

C++ · ★ 8,120 · 🍴 788 · 📈 111 stars today

Mesh optimization library that makes meshes smaller and faster to render

中文介绍 meshoptimizer 是一个强大的网格优化库，致力于使 3D 网格数据更小、渲染速度更快。它通过顶点缓存优化、剔除优化和几何简化等技术，有效减少了 3D 模型的内存占用和 GPU 渲染负载。该库是实时 3D 图形应用和游戏开发的关键工具，帮助开发者提升场景的渲染性能，实现更流畅的视觉体验。

openai/plugins

JavaScript · ★ 4,373 · 🍴 655 · 📈 75 stars today

OpenAI Plugins

中文介绍 `openai/plugins` 项目提供了 OpenAI 官方的插件开发接口与示例，旨在扩展大型语言模型（LLM）的功能边界。通过这些插件，开发者能够让 AI 模型与外部服务、实时数据或特定 API 进行交互，弥补了模型在知识时效性和执行任务能力上的不足。典型场景包括让 ChatGPT 访问互联网、预订航班、查询商品信息或进行数据分析，极大地增强了 AI 应用的实用性和智能化水平。

wonderwhy-er/DesktopCommanderMCP

TypeScript · ★ 7,740 · 🍴 965 · 📈 900 stars today

This is MCP server for Claude that gives it terminal control, file system search and diff file editing capabilities

中文介绍 DesktopCommanderMCP 是一个为 Claude AI 模型设计的 MCP（Master Control Program）服务器，赋予其对本地桌面的控制能力。通过该服务器，Claude 能够执行终端命令、搜索文件系统及进行基于差异的文本编辑。它解决了大型语言模型与真实操作系统交互能力有限的问题，使得 AI Agent 不仅能理解和生成文本，还能实际操作计算机完成复杂任务。开发者可利用此工具为 Claude 等 LLM 构建具备高级自动化和系统交互能力的桌面级 AI 助理。

chriskohlhoff/asio

C++ · ★ 6,130 · 🍴 1,509 · 📈 75 stars today

Asio C++ Library

中文介绍 Asio 是一个跨平台的 C++ 库，专注于网络和低级 I/O 编程。它提供了一套统一的异步 I/O 模型，简化了 TCP/IP 网络应用、串口通信和定时器等事件驱动型程序的开发。Asio 解决了 C++ 在处理高并发网络连接和复杂异步操作时的挑战，使开发者能够构建高性能、可伸缩的网络服务和客户端应用。

oven-sh/bun

Rust · ★ 94,533 · 🍴 4,961 · 📈 654 stars today

Incredibly fast JavaScript runtime, bundler, test runner, and package manager – all in one

中文介绍 Bun 是一个极其快速的 JavaScript 一体化工具，集成了运行时、打包器、测试运行器和包管理器功能。它旨在提供高性能的 Web 开发体验，大幅提升 JavaScript 应用的执行速度和开发效率。Bun 能够直接运行 JavaScript 和 TypeScript 代码，简化了项目依赖管理和构建流程，特别适合追求极致性能和精简工具链的前端及后端 JavaScript 开发者。

actions/checkout

TypeScript · ★ 8,449 · 🍴 2,714 · 📈 8 stars today

Action for checking out a repo

中文介绍 `actions/checkout` 是 GitHub Actions 官方提供的一个核心组件，其主要功能是在 CI/CD 工作流中将指定代码仓库的内容拉取到工作流运行器（runner）的环境中。这是几乎所有需要访问仓库代码进行构建、测试、部署或分析等操作的 GitHub Actions 工作流的首要步骤，确保了后续任务能够基于最新的代码进行操作，是自动化开发流程中不可或缺的基础工具。

home-assistant/core

Python · ★ 88,630 · 🍴 38,044 · 📈 169 stars today

🏡 Open source home automation that puts local control and privacy first.

中文介绍 `home-assistant/core` 是一个开源的智能家居自动化平台，其核心理念是提供本地控制和保护用户隐私。它能够将家中各种智能设备（如灯光、传感器、恒温器等）整合到一个统一的系统中进行管理和自动化。通过避免依赖外部云服务，用户可以更好地控制数据流和设备响应速度，降低隐私泄露风险。适用于追求高度自定义、注重数据隐私并具备一定技术背景的智能家居爱好者。

microsoft/PowerToys

C · ★ 136,402 · 🍴 8,364 · 📈 65 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。

cypress-io/cypress

TypeScript · ★ 50,589 · 🍴 3,591 · 📈 43 stars today

Fast, easy and reliable testing for anything that runs in a browser.

中文介绍 `cypress-io/cypress` 提供了一个快速、简单且可靠的端到端（E2E）测试框架，专为在浏览器中运行的现代 Web 应用程序设计。它解决了传统测试工具在测试执行速度、可靠性和开发体验上的痛点，允许开发者在实际浏览器环境中编写和运行测试，实时查看测试结果。前端开发人员和质量保证（QA）工程师可利用 Cypress 确保 Web 应用的用户界面和核心功能稳定无误，并轻松集成到持续集成/持续部署（CI/CD）流程中。

vercel/next.js

JavaScript · ★ 140,913 · 🍴 31,547 · 📈 331 stars today

The React Framework

中文介绍 Next.js 是一个基于 React 的全栈 Web 框架，提供了服务器端渲染（SSR）、静态站点生成（SSG）和 API 路由等功能。它解决了传统 React 应用在性能优化、SEO 和复杂数据获取方面的挑战。Next.js 凭借其文件系统路由、图像优化等特性，极大地简化了现代 Web 应用的开发流程，是构建高性能、SEO 友好且易于维护的 React 网站和应用的理想选择。

DayuanJiang/next-ai-draw-io

TypeScript · ★ 33,260 · 🍴 3,603 · 📈 74 stars today

A next.js web application that integrates AI capabilities with draw.io diagrams. This app allows you to create, modify, and enhance diagrams through natural language commands and AI-assisted visualization.

中文介绍 `DayuanJiang/next-ai-draw-io` 是一个基于 Next.js 开发的 Web 应用，它创造性地将 AI 能力集成到流行的 `draw.io` 图表绘制工具中。该应用旨在解决传统图表绘制的效率问题，允许用户通过自然语言命令创建、修改和优化各种图表，并获得 AI 辅助的可视化建议。开发者、设计师、项目经理等需要频繁绘制流程图、架构图或思维导图的用户，可以利用此工具大幅提升图表制作效率和智能化水平。

malisper/pgrust

Rust · ★ 1,979 · 🍴 48 · 📈 789 stars today

Postgres rewritten in Rust, now passing 100% of the Postgres regression tests

中文介绍 `malisper/pgrust` 是一个极具野心的项目，它使用 Rust 语言从头重写了流行的 PostgreSQL 关系型数据库。其显著成就是已通过了 100% 的 PostgreSQL 回归测试，表明其在功能上与原版兼容。该项目旨在利用 Rust 语言在内存安全、并发性能和系统级编程方面的优势，为数据库领域带来更高的稳定性和效率。数据库工程师、系统架构师以及对高性能、高可靠性数据库系统有需求的技术团队，可能会关注其未来的发展，以探索替代传统 C 语言实现的可能性。

dotnet/aspnetcore

C# · ★ 38,297 · 🍴 10,887 · 📈 28 stars today

ASP.NET Core is a cross-platform .NET framework for building modern cloud-based web applications on Windows, Mac, or Linux.

中文介绍 `dotnet/aspnetcore` 是微软推出的一个高性能、跨平台的开源框架，专为构建现代化的云原生 Web 应用程序设计。它允许开发者在 Windows、macOS 和 Linux 等多种操作系统上，利用 C# 语言和 .NET 生态系统开发 Web API、Web UI 和微服务。该框架解决了传统 .NET Framework 平台依赖性强的问题，并提供了强大的性能、模块化架构和丰富的开发工具，是 .NET 开发者构建企业级、可扩展 Web 解决方案的理想选择。

prisma/prisma

TypeScript · ★ 47,202 · 🍴 2,473 · 📈 85 stars today

Next-generation ORM for Node.js & TypeScript | PostgreSQL, MySQL, MariaDB, SQL Server, SQLite, MongoDB and CockroachDB

中文介绍 Prisma 是一个专为 Node.js 和 TypeScript 设计的新一代 ORM（对象关系映射器）。它通过提供类型安全的查询构建器和直观的 API，简化了开发者与数据库的交互，解决了传统 ORM 的复杂性和类型安全问题。Prisma 支持 PostgreSQL、MySQL、MariaDB、SQL Server、SQLite、MongoDB 和 CockroachDB 等主流数据库，极大提升了全栈开发效率。适用于构建高性能、类型安全且易于维护的 Node.js/TypeScript 后端应用及 API 服务。

anthropics/claude-cookbooks

Jupyter Notebook · ★ 47,866 · 🍴 5,666 · 📈 322 stars today

A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.

中文介绍 这是 Anthropic 官方出品的 Claude 大型语言模型使用指南和示例代码集合。项目以 Jupyter Notebook 形式，展示了多种有趣且高效的 Claude 应用场景和 Prompt 工程技巧。旨在帮助开发者、研究人员或对大型语言模型感兴趣的用户，更好地理解和利用 Claude 的能力，加速基于 Claude 的应用开发和实验。

Copy Claude Fable 5’s Thinking Before It’s Gone

@TheAIColony · 225.1K 粉丝 · 1.2M 阅 · 603 赞 · 140 转

07/10 15:57

You Have a Few Days to Copy Fable 5’s Brain Into a Cheaper Model. Here Is How. July 12 is the last day Claude Fable 5 sits inside your plan for free. After that, it moves to pay-per-use credits, and

中文介绍 该推文提醒用户在 Claude Fable 5 结束免费期前，抓住机会学习或复制其独特思考模式。暗示了在模型计费模式改变（可能指 7 月 12 日后转为按量付费）之前，进行知识提取或策略迁移的重要性，帮助用户在成本增加前最大化利用其功能。

The Task Economy - Data will be the next $1 Trillion Category

@EverettRandle · 19.4K 粉丝 · 484.8K 阅 · 507 赞 · 56 转

07/08 00:15

The Token Economy When we talk about AI today, tokens are king. Specifically, inference tokens have emerged as the primary proxy for tracking the growth of the AI ecosystem. Public companies report

中文介绍 EverettRandle 提出「任务经济」概念，并预测未来数据将成为价值万亿美元的市场新类别。他认为，随着AI应用日益普及，经济价值将从传统的Token消耗转向完成具体任务的能力及数据本身的价值创造与积累，预示着AI驱动的经济转型。

Own the Outer Loop

@addyosmani · 405.4K 粉丝 · 396.4K 阅 · 547 赞 · 69 转

07/09 02:44

In the past year, the conversation around agentic engineering has moved to harnesses and loops, fleets and software factories. My 2c is engineers need to own the outer loop - the accountability for

中文介绍 博主 addyosmani 提出了「拥有外循环」（Own the Outer Loop）的核心概念。该概念可能旨在强调在某种工程或系统设计背景下，个人或团队需要对更宏观、更广阔的循环或流程承担责任和掌控力，而非局限于内部操作。具体语境未在推文开头明确，但指向一种工程管理或责任范式。

Continual Learning for Agents

@pirroh · 15.0K 粉丝 · 314.8K 阅 · 540 赞 · 59 转

07/06 21:10

Everyone talks about Continual Learning as if it means one thing only: updating model weights. But there's an inconvenient truth about the agent ecosystem — the vast majority of agents in production

中文介绍 博主pirroh分享了关于“Agent持续学习”（Continual Learning for Agents）的讨论。内容可能涉及如何在Agent系统中实现持续学习、面临的挑战或最佳实践。具体细节需查看原文，但预示了对AI Agent领域核心学习机制的探讨。

AI's Value Capture problem

@JayaGup10 · 34.4K 粉丝 · 306.1K 阅 · 504 赞 · 67 转

07/09 12:27

AI could be one of the most powerful value-creation technologies in history and still have a value-capture problem. Alex Karp says companies buying AI risk leaking their IP into Anthropic and OpenAI.

中文介绍 推文聚焦「AI的价值捕获问题」。探讨了AI作为强大价值创造技术，其产生的价值如何在企业与AI服务提供商之间分配，以及如何有效转化为商业利润的深层挑战。

Everyone is wrong about open source AI in the enterprise

@thejessezhang · 59.4K 粉丝 · 274.2K 阅 · 512 赞 · 54 转

07/06 23:31

The prevailing story right now is that open source is eating the enterprise. The capability gap between the best closed and open models has shrunk to low single digits. A third of the Fortune 500 has

中文介绍 博主thejessezhang对“企业级开源AI”的普遍认知提出挑战，认为多数人对此存在误解。内容可能深入分析开源AI在企业应用中的实际情况、潜在的盲点或被忽视的复杂性，旨在提供一个更全面和批判性的视角来理解这一趋势。

Getting started with loops

@ClaudeDevs · 564.6K 粉丝 · 252.4K 阅 · 2.9K 赞 · 239 转

07/07 03:08

There’s a lot of talk right now about "designing loops" instead of prompting your coding agent. If you spend some time on X trying to pin down what a loop actually is, you'll come across multiple

中文介绍 ClaudeDevs 针对 AI 开发中的「循环」概念提供了入门指导。推文可能探讨了如何在 AI 代理设计中应用循环结构，以实现迭代优化或复杂任务处理，旨在帮助开发者理解这一基础工作流。

This prompt will change your life

@EXM7777 · 123.5K 粉丝 · 233.6K 阅 · 554 赞 · 38 转

07/07 22:31

for most people, fable has a few hours left to live... this is the smartest model that ever existed and everyone's spending its last night building one more app i made it do something 100x more

中文介绍 EXM7777 分享了一个其声称「将改变生活」的提示词。尽管推文未透露具体内容，但暗示该提示词具有极强的实用价值和颠覆性效果，能够帮助用户在日常或工作中实现重大突破，引发了社区对高效提示词工程的关注和讨论。

How to become an applied AI engineer

@eyad_khrais · 20.2K 粉丝 · 225.8K 阅 · 508 赞 · 38 转

07/07 23:42

I wrote this as the guide I would have wanted before making the transition into Applied AI Engineering. The role broadly overlaps with traditional software engineering, but it adds a few important

中文介绍 eyad_khrais 撰写了一份「应用AI工程师」转型指南，旨在帮助有志者进入该领域。他指出，应用AI工程师与传统软件工程师角色有重叠，但需掌握更多关键技能，例如如何将AI模型与实际业务场景结合、处理数据管道、优化部署及性能等。这份指南对职业规划和技能树构建提供了宝贵参考。

The Heretic’s Guide to AI’s Stars Part III: AI Demand, Offshore Financing, & Compression Too

@michaeljburry · 2.0M 粉丝 · 209.2K 阅 · 508 赞 · 51 转

07/08 08:23

“They are just flying empty airplanes around.” - Son NVIDIA is the North Star, Orion, the whole Milky Way. NVIDIA is benefitting from strong demand, but is selling into a concentrated set of buyers

中文介绍 michaeljburry 对AI行业发展提出独到见解，指出NVIDIA虽作为「北极星」般的存在，市场需求旺盛，但其销售对象高度集中。他引用“空转飞机”比喻，暗示市场存在虚假繁荣的风险。推文还探讨了AI需求、离岸融资及数据压缩技术在当前市场环境下的作用与挑战。

Expanding Managed Agents in Gemini API: background tasks, remote MCP and more

@GoogleAIStudio · 184.1K 粉丝 · 165.4K 阅 · 504 赞 · 62 转

07/08 00:38

Today we’re announcing new capabilities in Managed Agents in Gemini API, including background execution, remote MCP server integration, custom function calling and refreshing credentials across

中文介绍 GoogleAIStudio 宣布 Gemini API 的 Managed Agents 迎来多项新功能。更新包括支持后台执行，实现远程 MCP 服务器集成，允许自定义函数调用，以及跨项目刷新凭证。这些增强功能旨在提升开发者在使用 Gemini API 构建智能代理时的灵活性和效率，简化复杂工作流的实现。

You have 1 day to clone Fable 5 into Opus 4.8.

@alex_prompter · 277.4K 粉丝 · 125.9K 阅 · 595 赞 · 77 转

07/07 02:25

Tomorrow is the last day Fable 5 sits inside your plan for free. After July 7 it moves to pay-per-use credits, and most people are about to spend the week arguing over whether it's worth keeping. That

中文介绍 博主alex_prompter发布紧急通知，提醒用户必须在一天内将Fable 5克隆（clone）到Opus 4.8。这可能暗示Fable 5即将面临服务调整或费用变化，建议用户及时采取行动以保留其配置或数据，以免造成不便或损失。

Cost effective harnesses with Fable

@RLanceMartin · 36.7K 粉丝 · 119.8K 阅 · 510 赞 · 51 转

07/11 02:00

There is a lot of interest in cost effective use of Fable 5. Agent harnesses will get better at knowing when to use frontier intelligence. I wanted to share some tests I’ve run to better understand

中文介绍 博主分享关于如何通过「Agent harnesses」实现 Claude Fable 5 成本效益使用的方法。该方法旨在优化 AI Agent 在调用先进智能模型时的决策机制，从而降低运行成本，提高效率。

ORACLE: Official AI Agents Trade on Polymarket

@Oracle_Globall · 4.1K 粉丝 · 109.7K 阅 · 1.9K 赞 · 527 转

07/10 07:44

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 ORACLE 项目宣布，到 2026 年，自主 AI Agent 已成为预测市场 Polymarket 上最有效的策略之一。目前 Polymarket 超过 30% 的交易活动来自算法和 AI 驱动的钱包。这篇推文预示了 AI Agent 在去中心化预测市场中的巨大潜力和应用前景，可能涉及产品发布或愿景分享。

ORACLE: Official AI Agents Trade on Polymarket

@Oracle__Promo · 4.1K 粉丝 · 106.5K 阅 · 1.8K 赞 · 543 转

07/11 07:04

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 ORACLE 项目宣布，到 2026 年，自主 AI Agent 已成为预测市场 Polymarket 上最有效的策略之一。目前 Polymarket 超过 30% 的交易活动来自算法和 AI 驱动的钱包。这篇推文预示了 AI Agent 在去中心化预测市场中的巨大潜力和应用前景，可能涉及产品发布或愿景分享。

ORACLE: Official AI Agents Trade on Polymarket

@Oracle__Trade · 4.0K 粉丝 · 105.3K 阅 · 1.9K 赞 · 557 转

07/11 07:03

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 ORACLE 项目宣布，到 2026 年，自主 AI Agent 已成为预测市场 Polymarket 上最有效的策略之一。目前 Polymarket 超过 30% 的交易活动来自算法和 AI 驱动的钱包。这篇推文预示了 AI Agent 在去中心化预测市场中的巨大潜力和应用前景，可能涉及产品发布或愿景分享。

Towards Mechanistically Understanding Why Memorized Knowledge Fails to Generalize in Large Language Model Finetuning

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07/09 20:17

Fine-tuning LLMs to inject new knowledge faces a critical challenge: LLMs can quickly memorize new facts, yet fail to use them for downstream reasoning tasks. We formalize this failure as the \textbf{Knowing--Using Gap}, characterized by an accuracy gap and a temporal lag between memorization and ge

中文介绍 一项研究探讨大语言模型（LLMs）在微调注入新知识时遇到的难题：模型能够快速记忆新事实，却无法将这些知识用于下游推理任务。该研究将此失败正式定义为「知识-应用鸿沟」（Knowing-Using Gap），其特点表现为准确性差距和时间滞后。这表明LLMs在学习新信息后，其知识的通用能力受到限制，难以有效泛化。

Wat3R: Underwater 3D Geometry Learning without Annotations

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07/09 08:00

Estimating 3D geometry in underwater environments presents unique challenges due to light attenuation, scattering, and the absence of large-scale, high-quality 3D annotations. Pioneering methods rely on massive dense annotations that are impractical in underwater settings. In this paper, we propose

中文介绍 针对水下环境中光衰减、散射及高质量3D标注数据匮乏的挑战，研究人员提出了Wat3R模型。该模型旨在无需大量密集标注的情况下，实现水下环境的3D几何学习，克服了传统方法对标注数据依赖性强、在水下场景中不切实际的局限。

LongE2V: Long-Horizon Event-based Video Reconstruction, Prediction, and Frame Interpolation with Video Diffusion Models

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07/09 08:00

Recovering high-quality video from sparse event streams is a challenging task. Regression methods often blur textures, while existing generative models struggle with long-term stability. We propose LongE2V, a novel approach that leverages pre-trained video diffusion priors to jointly handle event-ba

中文介绍 针对从稀疏事件流中恢复高质量视频的难题，该研究提出LongE2V方法。LongE2V利用预训练视频扩散模型，旨在解决传统回归方法纹理模糊、现有生成模型长期稳定性不足的问题，实现长时程事件视频重建、预测及帧插值。

UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks

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07/09 08:00

The rapid development of large language models and multimodal large language models has accelerated the emergence of proactive agents capable of operating everyday tools and assisting users in real-world environments. However, existing benchmarks struggle to evaluate such agents effectively, as they

中文介绍 随着大语言模型和多模态大语言模型发展，主动智能体在真实世界任务中的应用日益增多。为评估这些能操作日常工具、辅助用户的智能体，该研究提出了UniClawBench，一个通用基准测试平台，旨在解决现有基准难以有效评估此类智能体的问题。

OPSD-V: On-Policy Self-Distillation for Post-Training Few-Step Autoregressive Video Generators

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07/09 08:00

We propose OPSD-V, an on-policy self-distillation paradigm for post-training few-step autoregressive (AR) video diffusion models. Existing few-step AR video generators can produce long videos with low latency, but still suffer from error accumulation and weakened motion dynamics during long autoregr

中文介绍 该研究提出OPSD-V，一种针对少步自回归（AR）视频扩散模型的在策略自蒸馏范式。OPSD-V旨在改进现有少步AR视频生成器，解决其在产生低延迟长视频时存在的错误累积和运动动态减弱问题，提升模型的整体性能和视频质量。

Enhancing In-context Panoramic Generation via Geometric-aware Pretraining

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07/09 08:00

In this work, we present Canvas360, a two-stage framework for in-context panoramic generation that combines geometry-aware pretraining with downstream task-specific fine-tuning. To address the lack of large-scale, high-quality training data tailored to in-context panoramic tasks, we propose Canvas36

中文介绍 为解决上下文全景生成任务中大规模高质量训练数据不足的问题，本研究提出了Canvas360框架。Canvas360是一个两阶段框架，结合了几何感知预训练和下游任务的特定微调，旨在有效提升全景图像的生成质量和上下文一致性。

OpenCoF: Learning to Reason Through Video Generation

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07/09 08:00

Reasoning has become a core capability for large models, especially when reliable decisions require understanding logical consequences. Recent video generation models offer a reasoning path distinct from previous Chain-of-Thought (CoT): reasoning can unfold through temporally connected frames, known

中文介绍 针对大模型在可靠决策中对理解逻辑后果的推理需求，该研究提出了OpenCoF，一种通过视频生成学习推理的方法。OpenCoF提供了一种不同于「思维链」（Chain-of-Thought, CoT）的推理路径，即推理过程可通过时间上连贯的视频生成展开，从而增强模型的逻辑判断能力。

Ideas Have Genomes: Benchmarking Scientific Lineage Reasoning and Lineage-Grounded Idea Generation

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07/09 08:00

Scientific ideas rarely start from a blank page. They inherit mechanisms, repair known limitations, and recombine pieces of earlier work, much like biological genomes. Current benchmarks still say little about whether AI systems can follow this inheritance structure. We present IdeaGene-Bench (IG-Be

中文介绍 鉴于科学思想如同生物基因组般具有继承、修正和重组的谱系结构，而现有基准未能有效评估AI系统理解此结构的潜力，本研究提出了一个新的基准。该基准旨在测试AI系统进行科学谱系推理和基于谱系生成新思想的能力。

MulTTiPop: A Multitrack Transcription Dataset for Pop Music

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07/09 08:00

We present MulTTiPop, a dataset of pop music segments and their associated multitrack MIDI recordings for the evaluation of automatic music transcription models. MulTTiPop contains 572 segments of popular music totaling 3.5 hours of audio, and contains songs from diverse genres and decades from the

中文介绍 该研究推出了MulTTiPop数据集，旨在评估自动音乐转录模型在流行音乐领域的表现。MulTTiPop包含572段流行音乐片段及其多轨MIDI录音，总计3.5小时音频，涵盖了多种流派的歌曲，为音乐AI研究提供了高质量的训练与测试资源。

ARDY: Autoregressive Diffusion with Hybrid Representation for Interactive Human Motion Generation

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07/09 08:00

Generating realistic 3D human motions in real-time within interactive applications is key for animation, simulation, and humanoid robotics. While recent offline motion generation approaches offer precise control via text and kinematic constraints, they lack the inference speed required for interacti

中文介绍 针对动画、模拟和人形机器人领域对实时交互式3D人体运动生成的需求，该研究提出ARDY模型。ARDY采用混合表示的自回归扩散方法，旨在实现高推理速度，克服了现有离线运动生成方法虽然控制精确但缺乏实时性的局限，提升交互应用的效率。

Remember When It Matters: Proactive Memory Agent for Long-Horizon Agents

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07/09 08:00

In long-horizon tasks, decision-relevant state is often scattered across an expanding trajectory, while the action agent must surface it and act. As trajectories grow, task requirements, environment facts, prior attempts, diagnoses, and open subgoals can be buried in the context window or pushed bey

中文介绍 在长时程任务中，决策相关状态信息常分散于不断扩展的轨迹中，使得智能体难以有效提取。本研究提出一种主动记忆代理，旨在帮助长时程智能体主动识别并调取关键信息，以解决现有方法中任务需求、环境事实等关键信息易被上下文埋没的问题，从而优化决策效率。

SAM-MT: Real-Time Interactive Multi-Target Video Segmentation

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07/09 08:00

Modern Video Object Segmentation (VOS) involves tracking and segmenting user-specified targets. While recent approaches have achieved remarkable performance in single-target scenarios, extending them to multi-target settings typically involves replicating the single-target processing for each indivi

中文介绍 针对现代视频对象分割（VOS）在多目标场景下的挑战，该研究提出了SAM-MT模型，实现实时交互式多目标视频分割。现有方法在单目标场景表现出色，但简单复制到多目标时效率低下。SAM-MT旨在克服此局限，提供更高效的多目标跟踪与分割方案。

Native Video-Action Pretraining for Generalizable Robot Control

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07/09 08:00

The advent of video-action models offers a promising path for robot control. Nevertheless, we argue that repurposing video generative models designed for digital content creation is inherently inadequate for physical environments. To bridge this gap, we present LingBot-VA 2.0, a video-action foundat

FabriVLA: A Lightweight Vision-Language-Action Model for Precise Multi-Task Manipulation

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07/09 08:00

We present FabriVLA, a lightweight Vision-Language-Action model for Precise Multi-Task Manipulation. FabriVLA combines an InternVL3.5 vision-language backbone with a flow-matching action head featuring gated self-attention across action tokens and shallow VLM layer fusion for enriched spatial contex

A Quantized Native Runtime for On-Device Semantic Audio Generation

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07/09 08:00

Semantic audio applications increasingly require controllable generation on commodity and embedded hardware rather than through framework-heavy datacenter stacks. We present aria, a dependency-free native runtime that runs the complete text-to-music pipeline of Stable Audio~3 (SA3) on ordinary GPUs,

Do Egocentric Video-Language Models Capture Both Hand- and Object-Centric Cues?

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07/09 08:00

Hand-object interaction (HOI) recognition requires capturing both hand manipulations and object transformations. However, existing video-language models often fall into shortcuts by relying on spurious correlations among hands, objects, or environmental context, rather than reasoning from the appear

VEGAS: Human-Aligned Video Caption Evaluation via Gaze

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07/09 08:00

Vision-language models excel at video captioning, yet typically generate descriptions that fail to capture individual viewers' attention. We propose VEGAS (Video caption Evaluation via GAze Score), a training-free metric that leverages test-time gaze to sample personalized, attention-aligned text. I

Harness VLA: Steering Frozen VLAs into Reliable Manipulation Primitives via Memory-Guided Agents

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07/09 08:00

Language-conditioned manipulation requires both precise contact-rich control and robust reasoning over language, scenes, and long horizons. End-to-end Vision-Language-Action (VLA) models provide strong local visuomotor skills, but they are trained on in-distribution task trajectories and often fail

DeltaV: Thinking with Visual State Updates in Unified Large Multimodal Models

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07/09 08:00

Current Unified Large Multimodal Models (ULMMs) support interleaved multimodal reasoning through textual reasoning and intermediate visual states, but typically generate each visual state as a full image. This full-image generation paradigm introduces substantial visual-token redundancy and dilutes

DrugGen 2: A disease-aware language model for enhancing drug discovery

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07/09 08:00

Current computational approaches for drug design typically focus on generating molecules conditioned on specific targets or general molecular properties, often neglecting the influence of disease context on target behavior and therapeutic outcomes. To address this gap, we introduce DrugGen-2, a nove

TRACE: A Two-Channel Robust Attribution Watermark via Complementary Embeddings for LLM-Agent Trajectories

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07/09 08:00

LLM agents reach users through resellers, who may rebrand a developer's agent or substitute a cheaper model. When provenance is disputed, attribution rests on the trajectory log (the record of tool calls, observations, and executed actions, not the model's reasoning), which the reseller stores and p

Token-Flow Firewall: Semantic Runtime Auditing for Persistent AI Agents

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07/09 08:00

Persistent AI agents extend large language models (LLMs) beyond single-turn interaction into long-lived software systems. Unlike traditional chat assistants, unsafe content in these agents can propagate through persistent state, reusable skills, and tool-mediated interactions, creating a substantial

TFP: Temporally Conditioned Memory-Fusion Policies for Visuomotor Learning

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07/09 08:00

Vision--Language--Action (VLA) policies such as π_{0.5} and OpenVLA perform well on many manipulation tasks, but they are often reactive: the next action is predicted from the current observation, instruction, and proprioceptive state. This assumption breaks down in stage-dependent manipulation, whe

Progression as Latent Drift: Generative Forecasting of Slow-Evolving Pathologies

👍 0

07/09 08:00

Forecasting the future anatomy of slow-evolving neurodegenerative diseases could enable earlier, more targeted intervention and improve clinical trial design, but it remains challenging because true progression signals are subtle in longitudinal MRI. In this low-signal regime, transferring modern ge

A First-Principles Theory of Slow Thinking and Active Perception

👍 0

07/09 08:00

As part of a series on first-principles modeling of cognitive functions, this paper attempts to provide a mathematical formulation of thinking and perception. It formally derives slow thinking or more generally, active perception, and encompasses the design, training and inference of slow thinking l

LEEVLA: Seeing What Matters in Latent Environment Evolution for Vision-Language-Action

👍 0

07/09 08:00

Vision-language-action (VLA) models aim to map multimodal inputs to robot actions. However, most existing approaches struggle to cover complex dynamic scenarios due to treating all visual tokens uniformly and reasoning with human-selected factors, which lack mechanisms to emphasize task-critical evi

Prismata: Confining Cross-Site Prompt Injection in Web Agents

👍 0

07/09 08:00

Autonomous web agents promise to automate everyday browsing tasks, but inherit one of the web's oldest attack surfaces. Cross-Site Scripting proved that mixing trusted and untrusted content is dangerous, even on benign pages. Agents resurface this risk by interpreting natural language as instruction

TTHE: Test-Time Harness Evolution

👍 0

07/09 08:00

The behavior of an LLM agent is determined not only by the underlying model, but also by its harness: the executable program that constructs context, invokes tools, verifies intermediate results, and recovers from failures. Existing approaches optimize such harnesses before deployment, searching tra

PS4: Proxy-Supervised Joint Training for Real Target Speaker Extraction

👍 0

07/09 08:00

Training target speaker extraction (TSE) models for real conversational mixtures remains challenging because large-scale training corpora and clean target speech for supervision are unavailable. We present PS4, a proxy-supervised training framework for TSE in real conversational mixtures, with two m

CausalDS: Benchmarking Causal Reasoning in Data-Science Agents

👍 1

07/09 08:00

Large language models (LLMs) increasingly act as integrated data-science agents, combining abstract reasoning with advanced tool use. Yet the relevant benchmark landscape largely divides into symbolic causal reasoning benchmarks without realistic data analysis or data analysis benchmarks without a p

Cloudflare Drop

07/12 04:36

Drop your folder in browser & deploy instantly on Cloudflare

中文介绍 Cloudflare Drop是一款简化部署流程的工具，用户只需在浏览器中拖放文件夹，即可立即将其内容部署到Cloudflare平台上，实现快速上线。

Effects SDK

07/12 04:36

AI video & audio effects SDK for real-time apps

中文介绍 Effects SDK是一个专为实时应用程序设计的软件开发工具包。它集成了人工智能技术，能为视频和音频内容提供多种特效处理功能，帮助开发者增强应用的用户体验。

San Fran Sim

07/12 04:34

A startup tycoon game

中文介绍 San Fran Sim是一款创业大亨模拟经营游戏。玩家在游戏中扮演创业公司的经营者，体验从零开始建立并发展企业的全过程。

Kickbacks CLI

07/12 04:30

The terminal and Mac menu bar companion for Kickbacks.ai

中文介绍 Kickbacks CLI是Kickbacks.ai平台的配套工具，它以命令行界面（CLI）的形式提供，并支持Mac菜单栏集成。该工具旨在方便用户通过终端或菜单栏快速访问和管理Kickbacks.ai的功能。

ChatGPT Work

07/12 04:27

Partner for your most ambitious work

中文介绍 ChatGPT Work是一款基于ChatGPT技术开发的工具，旨在作为用户在完成雄心勃勃项目时的强大合作伙伴。它可能提供智能辅助、内容生成或任务管理等功能，以提升工作效率和质量。

ChatCut

07/12 04:15

Your AI video editor in ChatGPT, desktop, and web

中文介绍 ChatCut是一款AI视频编辑工具，可在ChatGPT、桌面端和网页端使用。它利用人工智能技术简化视频剪辑流程，帮助用户高效完成视频内容创作。

Breathing In Labour

07/12 04:15

A distraction-free breathing app for labor preparation

中文介绍 Breathing In Labour是一款专为分娩准备设计的呼吸指导应用。它提供无干扰的界面和功能，旨在帮助准妈妈们通过专注于呼吸来缓解分娩过程中的不适和压力。

Sim

07/12 04:13

Open-source workspace for AI agents and workflows

中文介绍 Sim是一款开源工作空间，专为AI智能体和工作流设计。它提供一个开放、灵活的平台，旨在帮助用户构建和管理AI驱动的自动化任务与应用。

PlugThis

07/12 04:13

Create your own Chrome Extensions by chatting with AI

中文介绍 PlugThis是一款工具，允许用户通过与AI对话来创建自定义的Chrome扩展程序。它旨在简化扩展开发过程，使用户无需编程知识也能快速构建浏览器插件。

SoundPipe

07/12 04:12

SoundPipe is a mixing board for your Mac

中文介绍 SoundPipe是一款专为Mac操作系统设计的混音板软件。它为用户提供了一个虚拟的音频混音控制界面，可用于管理和调整Mac上的各种音频输入和输出，实现个性化的声音配置。

Grok 4.5 + Cursor Just Became Unstoppable

07/10 01:51

中文介绍 根据YouTube视频标题，xAI的AI模型Grok已更新至4.5版本，并与代码编辑器Cursor共同出现，暗示可能带来令人关注的新进展或功能整合。视频标题强调此举令「所有人震惊」，但具体技术细节或发布内容在摘要中未提供。

Claude Fable 5 Built My Website in 20 Minutes (Here's How)

07/07 01:37

How to Create Your Own AI Assistant (It's So Easy)

07/01 09:40

Poweful Agents inside Slack

06/25 06:39

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

06/21 21:30

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

codex 的审美赶 gemini 还是差一大截呀

07/11 23:42

6 回复 · 程序员 节点

魔兽争霸 3 网页版

07/11 21:36

19 回复 · 程序员 节点

哪位朋友帮忙用 mac 测试下我的 Python 脚本

07/10 16:51

12 回复 · Python 节点

日亚周年庆三天活动，苹果很多产品有折扣

07/10 05:47

9 回复 · Apple 节点

摸索了一下 Shadowrocket 的 Tailscale 功能，没找到在哪里开启 Exit Node

07/09 22:50

5 回复 · Apple 节点

mbp 遇到奇葩充电问题

07/09 11:57

7 回复 · Apple 节点

clash verge 能不能导入分流规则的配置文件？

07/09 04:59

6 回复 · Apple 节点

Shadowrocket 支持 Tailscale 了，那支持 split dns 吗？

07/09 03:16

20 回复 · Apple 节点

为什么这段 cuda 的并行前缀算法不会数据竞争

07/05 23:28

6 回复 · Python 节点

AI 能用来全自动化解决 Linux 系统问题吗？

07/03 16:42

11 回复 · Linux 节点

Show HN: Ant – A JavaScript Runtime and Ecosystem

07/12 04:07

Hello HN!I'm the author of Ant, a JavaScript ecosystem built around a runtime with its own JavaScript engine. Ant also includes a package manager, the ants.land package registry, a platform for deploying and hosting applications, and Ant Desktop for building native desktop apps with web technol

The Chinese Voice Actor Forced to Prove He's Human

07/12 03:46

12 points · 1 comments

ZeroFS vs. Amazon S3 Files

07/12 02:15

7 points · 0 comments

Who manages the agents?

07/12 02:02

53 points · 42 comments

Prefer Strict Tables in SQLite

07/12 01:33

121 points · 43 comments

BLISS

07/12 01:30

36 points · 7 comments

Leaded Gas Was a Known Poison the Day It Was Invented (2016)

07/12 01:27

134 points · 79 comments

Reverse centaurs are the answer to the AI paradox

07/12 01:23

66 points · 25 comments

Nvidia, CoreWeave, and Nebius: Inside the Circular Financing of the GPU Boom

07/12 01:21

61 points · 20 comments

Female US rower completes historic solo journey from California to Hawaii

07/12 01:03

136 points · 44 comments

Sixtyfour (YC P25) Is Hiring

07/12 01:00

1 points · 0 comments

Show HN: Orbit – AR satellite tracker, watch 15k+ objects

07/12 00:39

Hey HN! I made Orbit, an iOS app that allows you to see the satellites, planets, and constellations above you in AR, on a 2D map, and on a 3D globe. The app includes more than 15,000 objects tracked by CelesTrack, together with their pass predictions, descriptions, and detailed orbital data. A searc

Show HN: Earth Game – An offline CLI for turning life goals into quests

07/12 00:37

14 points · 2 comments

UPI: Anatomy of a Payment Transaction

07/12 00:33

31 points · 7 comments

Modern decor may be straining people's brains

07/12 00:28

136 points · 124 comments

Show HN: Reame – a CPU inference server that gets faster as it runs

07/12 00:27

16 points · 4 comments

We scaled PgBouncer to 4x throughput

07/11 23:28

136 points · 15 comments

The early History of the Singular Value Decomposition (1993) [pdf]

07/11 23:26

68 points · 32 comments

Show HN: Learn by rebuilding Redis, Git, a database from scratch

07/11 21:40

68 points · 26 comments

Einstein's relativity rules chemical bonds in heavy elements, new research shows

07/11 06:30

https://www.science.org/doi/10.1126/science.aei1285

AI Can't Recreate the Thrust Game (But It Can Help You Understand It)

07/11 06:04

37 points · 19 comments

Apple sues OpenAI, accuses ex-employees of stealing trade secrets

07/11 04:47

https://www.macrumors.com/2026/07/10/apple-sues-openai/

An update on residential proxies and the scraper situation

07/11 03:38

316 points · 307 comments

Book: RISC-V System-on-Chip Design

07/09 13:28

83 points · 33 comments

Taiwan's Lost 8-Bit Computer [video]

07/08 22:15

9 points · 0 comments

Otary – Image and Geometry Python Library Now Has Tutorials

07/08 19:30

87 points · 1 comments

Digital Deli, 1984 book by early PC hackers and enthusiasts

07/08 18:35

38 points · 2 comments

Google Search lets creators know more about their reach

07/08 07:51

84 points · 37 comments

Amber the programming language compiled to Bash/Ksh/Zsh

07/08 03:22

42 points · 23 comments

Biff.graph: structure your Clojure codebase as a queryable graph

07/08 00:48

54 points · 1 comments

v2.1.207

07/11 08:52

What's changed Auto mode is now available without CLAUDE_CODE_ENABLE_AUTO_MODE opt-in on Bedrock, Vertex AI, and Foundry; disable via disableAutoMode in settings Fixed the terminal freezing and keystrokes lagging while streaming responses containing very long lists, tables, paragraphs, or code block

中文介绍 Claude Code发布v2.1.207版本更新。此次更新主要包括，在Bedrock、Vertex AI和Foundry平台上，「Auto模式」现已默认启用，无需额外选择加入，用户可通过设置禁用。此外，该版本还修复了终端在处理包含长列表、表格和段落的流式响应时出现的卡顿和按键延迟问题。

v2.1.206

07/10 09:45

What's changed Added directory path suggestions to /cd, matching /add-dir behavior Added a /doctor check that proposes trimming checked-in CLAUDE.md files by cutting content Claude could derive from the codebase /commit-push-pr now auto-allows git push to the repo's configured push remote (remote.pu

中文介绍 Claude Code发布了v2.1.206版本更新。此次更新新增了多项功能，包括为「/cd」命令添加目录路径建议（与「/add-dir」行为一致），引入「/doctor」检查以建议精简「CLAUDE.md」文件内容，以及让「/commit-push-pr」命令自动允许向仓库配置的远程分支执行git push操作，提升了代码开发辅助工具的效率和智能化程度。

v2.1.205

07/09 05:22

What's changed Added an auto mode rule that blocks tampering with session transcript files Fixed --json-schema silently producing unstructured output when the schema was invalid, and schemas using the format keyword being rejected Fixed a message sent while Claude was working being silently lost whe

中文介绍 Anthropic旗下的Claude Code项目发布了v2.1.205版本更新。此次更新主要增加了自动模式规则，旨在阻止对会话转录文件的篡改。同时，修复了当JSON Schema无效时静默生成非结构化输出的问题，以及含有“format”关键词的Schema被拒绝的问题。此外，还修复了Claude工作时发送的一条消息。

v2.1.204

07/08 08:27

What's changed Fixed hook events not streaming during SessionStart hooks in headless sessions, which could cause remote workers to be idle-reaped mid-hook

v2.1.203

07/08 05:06

What's changed Added a warning when your login is about to expire, so you can re-authenticate before background sessions are interrupted Added a grey ⏸ badge to the footer when in manual permission mode, making the active mode always visible Added the session's additional working directories to MCP

v2.1.202

07/07 06:51

What's changed Added a "Dynamic workflow size" setting in /config for controlling how large Claude generally makes dynamic workflows (small/medium/large agent counts) — an advisory guideline, not an enforced cap Added workflow.run_id and workflow.name OpenTelemetry attributes to telemetry emitted by

v2.1.201

07/04 07:50

What's changed Claude Sonnet 5 sessions no longer use the mid-conversation system role for harness reminders

v2.1.200

07/04 00:52

What's changed Changed AskUserQuestion dialogs to no longer auto-continue by default; opt into an idle timeout via /config Changed the "default" permission mode to "Manual" across the CLI, --help, VS Code, and JetBrains; --permission-mode manual and "defaultMode": "manual" are accepted alongside def

v2.1.199

07/03 07:35

What's changed Stacked slash-skill invocations like /skill-a /skill-b do XYZ now load all leading skills (up to 5), not just the first Fixed SSL certificate errors (TLS-inspecting proxies, missing NODE_EXTRA_CA_CERTS, expired certs) burning retries before showing actionable guidance — they now fail

v2.1.198

07/03 06:55

What's changed Subagents now run in the background by default, so Claude keeps working while they run and is notified when they finish (previously a gradual rollout) Claude in Chrome is now generally available Added background agent notifications in claude agents — sessions that need input or finish