2026-07-02（内容获取于 07/02 05:21）

Xbox’s ‘reset’: all the news about Microsoft’s looming layoffs and studio closures

The Verge · 07/02 05:00

Xbox is making some big changes — again. On June 10th, a few months after Asha Sharma took over as CEO, she and newly-promoted chief content officer Matt Booty sent a memo to staff warning of an “Xbox reset.” The business, they said, is facing significant challenges, including a 3 percent “accountab

中文介绍 微软旗下Xbox部门于6月10日宣布将进行“Xbox重置”计划。首席执行官Asha Sharma和首席内容官Matt Booty向员工发送备忘录，指出业务面临重大挑战，或将导致裁员和工作室关闭。

Goose, a New Gay Dating App, Appears to Be a Psyop

Wired AI · 07/02 04:28

Touted as a less-hookup-focused Grindr, Goose is an invite-only space for gay men. The problem is the people promoting it don’t seem real.

中文介绍 新推出的男同性恋约会应用“Goose”自称是Grindr之外的邀请制平台，但有报道指出推广该应用的人员身份存疑，暗示其可能是一项“心理战”操作。

Elon Musk denies a report about SpaceX’s AI phone prototype

The Verge · 07/02 04:10

Elon Musk says a report about a SpaceX AI phone prototype is "utterly false." The report, published on Wednesday by The Wall Street Journal, says SpaceX showed off a "handset-like prototype" to some investors before launching its record-breaking initial public offering in June. The device was "slimm

中文介绍 埃隆·马斯克否认了《华尔街日报》关于SpaceX在6月创纪录首次公开募股前向投资者展示“AI手机原型”的报道，称其“完全不实”。

NASA chief praises progress Blue Origin is making after launch failure

Ars Technica · 07/02 03:57

"We've got time into 2027 before we're getting nervous."

中文介绍 美国国家航空航天局（NASA）局长赞扬了蓝色起源（Blue Origin）在发射失败后所取得的进展。他表示，在2027年之前，NASA不会感到担忧。

SpaceX shows investors a slim AI smartphone prototype powered by xAI technology

The Decoder · 07/02 03:47

SpaceX showed investors a prototype AI smartphone that's supposedly thinner than an iPhone and integrates xAI tech. The device runs on a Qualcomm Snapdragon chip with its own operating system. Musk wants to build an "everything app" modeled after WeChat. The article SpaceX shows investors a slim AI

中文介绍 报道称SpaceX向投资者展示了一款由xAI技术驱动的超薄AI智能手机原型，该设备搭载高通骁龙芯片和其自有操作系统。埃隆·马斯克计划将其打造成类似微信的“超级应用”。

Apple’s Hide My Email feature has a bug that’s been exposing real email addresses, researcher claims

TechCrunch · 07/02 03:18

Research appears to reveal a bug that could render the feature effectively useless.

中文介绍 有研究人员声称，苹果公司的“隐藏我的电子邮件”功能存在一个漏洞，可能导致真实电子邮件地址被泄露，从而使该功能形同虚设。

US home battery installations hit record high on rising electricity costs

Ars Technica · 07/02 03:11

Record home battery installations unlock options for grids—and AI data centers.

中文介绍 2026年初，美国家用储能电池安装量因电费上涨创下历史新高。这一趋势不仅为电网，也为AI数据中心提供了更多选择。

How Cursor deploys AI inside the enterprise

Latent Space · 07/02 03:03

Cursor's Pauline Brunet explains how her team of Forward Deployed Engineers help organizations implement agents — essentially setting up software factories.

中文介绍 Cursor公司的Pauline Brunet阐释了其“前线部署工程师”团队如何帮助企业内部署AI代理，本质上是建立软件工厂。

Superworms could replace beetles for cleaning skeletal remains

Ars Technica · 07/02 02:59

An optimal ratio of 10-15 grams of larvae per gram of specimen minimized cleaning time with no bone damage.

中文介绍 研究显示，面包虫幼虫（俗称“超级蠕虫”）可能替代甲虫用于博物馆中清洁骨骼标本。最佳比例为每克标本使用10-15克幼虫，可有效缩短清洁时间且不损伤骨骼。

SpaceX has an AI device prototype, and it sure sounds phone-ish

TechCrunch · 07/02 02:54

SpaceX reportedly showed investors a "handset-like" AI device before going public. It could be another signal SpaceX wants to expand into wireless.

中文介绍 据报道，SpaceX在上市前向投资者展示了一款“类似手机”的AI设备原型。这可能预示着SpaceX计划拓展无线通信领域。

Ashton Kutcher leaving Sound Ventures to launch new VC firm with Morgan Beller

TechCrunch · 07/02 02:47

Sound built its reputation on concentrated, high-conviction bets in category-leading AI labs, while Kutcher's new fund appears to be chasing the layer underneath those companies — the infrastructure and energy that power them.

中文介绍 艾什顿·库彻（Ashton Kutcher）将离开Sound Ventures，与摩根·贝勒（Morgan Beller）共同创立一家新的风险投资公司。新公司将专注于为领先的AI实验室提供基础设施和能源支持。

Sony announces end of PlayStation discs, parts of digital store in the same day

Ars Technica · 07/02 02:41

“We will own nothing, it's truly sad.”

中文介绍 索尼宣布将于2028年停止生产PlayStation游戏的实体光盘，并将在同一天关闭部分数字商店服务。

Neocloud Together AI raises $800M, leaps to $8.3B valuation

TechCrunch · 07/02 02:29

The AI neocloud provider, which specializes in hosting open source models, last raised at a $3.3 billion valuation in early 2025.

中文介绍 专注于托管开源模型的AI新云服务提供商Neocloud Together AI成功融资8亿美元，使其估值跃升至83亿美元。该公司在2025年初的上一轮融资中估值为33亿美元。

A good little EV you won't be able to buy soon: The Volvo EX30 Cross Country

Ars Technica · 07/02 02:24

Tariffs and anti-China policies killed this little Volvo in the United States.

中文介绍 沃尔沃（Volvo）EX30 Cross Country电动车在美国市场的销售将很快停止。此举是受制于关税以及针对中国的相关政策。

Lime begins life as a public company after years of uncertainty

TechCrunch · 07/02 02:24

The nine-year-old scooter and bike-share company has said it needs the funds to help pay down around $1 billion in liabilities.

中文介绍 拥有九年历史的共享滑板车和自行车公司Lime在经历多年不确定性后成功上市。该公司表示，需要通过上市筹集资金以偿还约10亿美元的负债。

msitarzewski/agency-agents

Shell · ★ 123,158 · 🍴 20,047 · 📈 2,097 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。

usestrix/strix

Python · ★ 29,520 · 🍴 3,212 · 📈 1,195 stars today

Open-source AI penetration testing tool to find and fix your app’s vulnerabilities.

中文介绍 `strix` 是一个开源的 AI 安全工具，旨在帮助开发者和安全团队自动发现并修复应用程序中的潜在漏洞。该项目利用人工智能技术，模拟“AI 渗透测试员”的行为模式，对应用进行深度分析和攻击模拟，从而有效识别传统安全扫描工具可能遗漏的安全缺陷。它解决了人工安全审计耗时耗力、且容易出错的问题，特别适用于需要持续安全保障的开发流程（如 CI/CD），帮助团队在软件发布前提升应用的整体安全性，降低潜在的安全风险。

HKUDS/Vibe-Trading

Python · ★ 16,453 · 🍴 2,796 · 📈 682 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。

hasaneyldrm/exercises-dataset

HTML · ★ 8,304 · 🍴 942 · 📈 2,203 stars today

A comprehensive dataset of 433 fitness exercises. Each entry includes name, category, target muscle group, equipment, instructions, thumbnail image, and animation video.

中文介绍 hasaneyldrm/exercises-dataset 提供了一个包含433种健身运动的综合数据集，每项运动详细收录了名称、类别、目标肌肉群、所需器械、完整说明、缩略图及动画视频。该数据集旨在为健身应用开发、运动科学研究或AI模型训练（如姿态识别）提供高质量、结构化的多媒体资源。开发者可利用此数据快速构建功能丰富的健身指南、训练计划生成器，或用于AI在健身领域的应用开发，极大地降低了数据收集与整理的门槛。

facebook/astryx

TypeScript · ★ 2,481 · 🍴 126 · 📈 714 stars today

An open source design system that's fully customizable and agent ready

中文介绍 Astryx 是 Facebook 推出的一个开源设计系统，提供高度可定制化的 UI 组件和设计规范。其独特之处在于“agent ready”特性，意味着它被设计成可以被 AI Agent 理解和操作，例如用于自动化 UI 生成、智能设计建议或构建由 AI 驱动的用户界面。该系统旨在帮助设计师和前端开发者快速构建一致且高质量的用户界面，同时为新兴的 AI 辅助设计和 AI Agent 界面开发场景提供了坚实基础，解决了传统设计系统与 AI 集成度不足的问题。

diegosouzapw/OmniRoute

TypeScript · ★ 9,438 · 🍴 1,457 · 📈 1,012 stars today

Never stop coding. Free AI gateway: one endpoint, 231+ providers (50+ free), connect Claude Code, Codex, Cursor, Cline & Copilot to FREE Claude/GPT/Gemini. RTK+Caveman stacked compression saves 15-95% tokens, smart auto-fallback, MCP/A2A, multimodal APIs, Desktop/PWA.

中文介绍 OmniRoute 提供一个免费的 AI 网关，通过单一 API 端点集成超过231个 AI 提供商（其中50余个免费），旨在解决多模型调用的复杂性。它支持将 Claude Code、Codex、Cursor、Cline、Copilot 等编码助手连接至免费的 Claude、GPT、Gemini 等主流大模型，大幅降低开发成本。项目还采用 RTK+Caveman 堆叠压缩技术，可节省 15-95% 的数据传输开销，适合开发者统一管理 AI 服务、优化性能并利用免费资源进行高效开发。

allenai/olmocr

Python · ★ 18,221 · 🍴 1,500 · 📈 295 stars today

Toolkit for linearizing PDFs for LLM datasets/training

中文介绍 olmocr 是一个由 Allen AI 开发的工具包，专注于将 PDF 文档“线性化”处理，使其内容能够以正确的阅读顺序被提取和重构。这解决了传统 PDF 解析在文本顺序和布局理解上的难题，为构建高质量的 LLM 训练数据集提供了可靠的预处理方案。主要面向从事 LLM 数据集构建、预训练或微调的研究人员和开发者，以便高效地从非结构化 PDF 中获取结构化文本数据。

logto-io/logto

TypeScript · ★ 13,210 · 🍴 902 · 📈 131 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。

togatoga/karukan

Rust · ★ 563 · 🍴 33 · 📈 29 stars today

Japanese Input Method System for Linux, macOS, Neural Kana-Kanji Conversion Engine

中文介绍 karukan 是一款专为 Linux 和 macOS 设计的日语输入法系统 (IME)。它集成了先进的“神经假名汉字转换引擎”，能将用户输入的假名（Kana）智能转换为准确的汉字（Kanji），显著提升了日语输入的效率和准确性。该项目解决了传统日语输入法在词汇和上下文理解上的局限，为需要高质量日语输入的开发者、撰稿人及日常用户提供了现代化的解决方案。

Mebus/cupp

Python · ★ 6,227 · 🍴 2,064 · 📈 185 stars today

Common User Passwords Profiler (CUPP)

中文介绍 CUPP（Common User Passwords Profiler）是一款强大的工具，旨在通过分析目标用户或组织的相关信息，如姓名、生日、公司名等，来生成定制化的弱口令字典。它通过结合常见密码模式和用户特定数据，构建出更具针对性的密码列表，有效提高了密码猜测和渗透测试的效率。该工具主要应用于安全审计、渗透测试及红队演练场景，帮助安全专业人员评估系统和用户账户的口令强度，发现潜在的安全漏洞。

Unclecheng-li/VulnClaw

Python · ★ 1,552 · 🍴 216 · 📈 123 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。

microsoft/AI-For-Beginners

Jupyter Notebook · ★ 50,332 · 🍴 10,246 · 📈 1,086 stars today

12 Weeks, 24 Lessons, AI for All!

中文介绍 Microsoft 的 AI-For-Beginners 是一个为期12周、包含24节课程的全面人工智能学习路径，旨在普及 AI 知识，面向所有希望入门 AI 的学习者。该课程涵盖人工智能的核心概念、机器学习基础、深度学习、自然语言处理和计算机视觉等关键领域。它通过实践项目和清晰的讲解，帮助初学者逐步建立 AI 知识体系和动手能力，解决了传统 AI 学习门槛高的问题，非常适合学生、软件开发者以及希望转行进入 AI 领域的专业人士。

refactoringhq/tolaria

TypeScript · ★ 18,001 · 🍴 1,222 · 📈 160 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。

ogulcancelik/herdr

Rust · ★ 9,532 · 🍴 561 · 📈 611 stars today

agent multiplexer that lives in your terminal.

中文介绍 herdr 是一个命令行工具，它充当 AI Agent 的多路复用器，允许用户在终端中高效管理和交互多个智能代理。通过提供一个统一的接口，它解决了同时运行和协调多个 Agent 时的复杂性，例如不同 Agent 的输入、输出和状态管理。开发者和AI工程师可以使用 herdr 来构建复杂的自动化工作流，同时监控不同 Agent 的执行情况，无需切换多个应用或窗口，极大地提升了Agent驱动型应用的开发和调试效率。

0xNyk/council-of-high-intelligence

Shell · ★ 2,578 · 🍴 242 · 📈 473 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。

altic-dev/FluidVoice

Swift · ★ 5,423 · 🍴 330 · 📈 568 stars today

Fastest and only macOS Dictation app with on-device STT and custom trained AI enhancement model - Local Wispr Flow alternative. One ⭐ takes us a long way :)) Windows, iOS and Linux coming soon.

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。

CoreBunch/Instatic

TypeScript · ★ 1,967 · 🍴 164 · 📈 518 stars today

Instatic is a modern self-hosted visual CMS - get it running in 1 minute

中文介绍 Instatic 是一款现代化的自托管可视化内容管理系统（CMS），主打一分钟快速部署体验。它提供直观的图形界面，让用户能够轻松创建、编辑和发布网站内容，无需复杂的编码知识。该项目解决了传统 CMS 部署繁琐、或商业 CMS 费用高昂的问题，为开发者、小型企业和内容创作者提供了一个功能强大且易于掌控的平台。用户可以将其部署到自己的服务器上，完全掌控数据和网站运行环境，非常适合需要高度自定义和自主管理内容的场景。

TencentCloud/CubeSandbox

Rust · ★ 6,753 · 🍴 567 · 📈 46 stars today

Instant, Concurrent, Secure & Lightweight Sandbox for AI Agents.

中文介绍 TencentCloud/CubeSandbox 是一个专为 AI Agent 设计的沙盒环境，提供即时、高并发、安全且轻量级的执行隔离。它解决了 AI Agent 在执行外部代码、调用工具或进行复杂交互时可能带来的安全隐患和资源管理挑战，确保 Agent 能够在受控的环境中安全运行。该沙盒特别适用于 AI Agent 平台、多 Agent 系统开发以及需要对 Agent 行为进行严格隔离和监控的场景，提升了 AI 应用的稳定性和安全性。

browser-use/video-use

Python · ★ 13,171 · 🍴 1,652 · 📈 690 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。

yikart/AiToEarn

TypeScript · ★ 22,495 · 🍴 3,396 · 📈 149 stars today

Let's use AI to Earn!

中文介绍 AiToEarn 项目旨在探索和实践利用人工智能技术实现盈利的多种途径。它可能提供了一系列工具、策略或代码示例，帮助用户通过 AI 自动化任务、生成内容、进行数据分析或参与各类数字经济活动来创造收益。该项目解决了个人和企业如何将 AI 能力转化为实际经济价值的问题，特别适合对 AI 驱动的收入流感兴趣的开发者、创业者以及寻求效率变现的用户。具体实现方式需查阅项目文档。

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 AI Economy: The Next Chapter

@rickyho_1989 · 9.7K 粉丝 · 296.6K 阅 · 508 赞 · 69 转

06/30 20:23

Part I: The Economics of Intelligence Why the AI industry is about to optimize for intelligence per dollar rather than intelligence itself I have become increasingly convinced that the artificial

中文介绍 博主分析了AI经济的未来发展趋势。他认为，AI行业将从追求「智能本身」转向优化「单位成本智能」，即更注重智能的性价比。这预示着AI应用将迎来一个更注重效率和成本效益的新阶段。

$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。

How To Become An AI Engineer in 2026 (Without a CS Degree)

@cyrilXBT · 187.0K 粉丝 · 171.8K 阅 · 505 赞 · 91 转

06/29 22:38

There is a sentence sitting on almost every AI engineering job posting that stops people before they even apply. Bachelor's degree in Computer Science required. Most people read that line, close the

中文介绍 针对AI工程职位普遍要求计算机科学学位的问题，博主提供了一份详细指南，指导人们如何在2026年前，无需CS学位也能成为一名AI工程师。内容可能涵盖学习路径、技能培养及就业策略。

Toward Unrestricted Intelligence: Venice Series A

@ErikVoorhees · 908.5K 粉丝 · 124.8K 阅 · 529 赞 · 103 转

07/01 22:28

“If others possess your thoughts and constrain your words, then you exist at their permission, and you are not free.” —Anonymous Venice launched just over two years ago to create a private and

中文介绍 Venice宣布完成A轮融资，其产品旨在提供私密且不受限制的智能服务，以应对言论受限及思想被束缚的担忧。该项目两年前启动，专注于赋能用户掌控自己的数字存在与表达。

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。

46 thoughts on the near future

@bayeslord · 41.6K 粉丝 · 86.2K 阅 · 511 赞 · 43 转

07/01 04:37

This list is based on a thread I posted on June 4th. A few edits and additions here and there. Several people asked me to make the thread easier to read, so here it is. Intelligence I think people are

中文介绍 博主汇总了46条对近期未来的思考与预测，内容基于6月4日的推文串，并进行了增补与编辑。这些观点涵盖了对智能发展等多个方面的洞察，旨在为读者提供一份更易阅读的未来趋势分析。

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。

FaceMoE: Mixture of Experts for Low-Resolution Face Recognition

👍 0

06/30 08:00

Low-resolution face recognition (LR-FR) remains a challenging task due to poor feature extraction and aggregation, as probe images often contain limited identity information resulting from extreme degradations such as blur, occlusion, and low contrast. Additionally, the domain gap between high-resol

中文介绍 这篇论文介绍了FaceMoE，一种用于低分辨率人脸识别（LR-FR）的专家混合模型。LR-FR面临图像特征提取和聚合的挑战，因为图像可能因模糊、遮挡、低对比度等因素导致身份信息有限。FaceMoE旨在通过MoE架构解决这一难题。

GEAR: Guided End-to-End AutoRegression for Image Synthesis

👍 28

06/30 08:00

Visual generative models are typically trained in two stages. A tokenizer is first trained for reconstruction and then frozen, after which a generator is trained on its discrete indices or continuous latents. This decoupling leaves the tokenizer unaware of what the generator finds easy to model. We

中文介绍 论文提出GEAR（Guided End-to-End AutoRegression），用于图像合成。传统的视觉生成模型通常分两阶段训练：先训练并冻结tokenizer，再训练生成器。这种解耦方式导致tokenizer对生成器需求“无感知”，GEAR旨在通过端到端自回归方式优化这一问题。

PointSplat: Compact Gaussian Splatting via Human-Centric Prediction

👍 0

06/30 08:00

Producing 3D human representations from input views on the fly is essential for immersive live streaming systems, where representation compactness is as critical as high fidelity given limited computational power and transmission bandwidth. Although recent feed-forward reconstruction methods achieve

中文介绍 论文介绍了PointSplat，通过以人为中心的预测实现紧凑高斯泼溅技术，用于从输入视图快速生成3D人体表示。这对于沉浸式直播系统至关重要，因为在计算能力和传输带宽有限的情况下，表示的紧凑性与高保真度同等重要。

QVal: Cheaply Evaluating Dense Supervision Signals for Long-Horizon LLM Agents

👍 8

06/30 08:00

LLM agents increasingly act over long horizons, where a single trajectory can contain hundreds or thousands of actions. In these settings, outcome-only rewards provide too sparse guidance, failing to inform the model about the goodness of intermediate actions. Dense supervision methods aim to solve

中文介绍 论文提出了QVal，旨在廉价评估长周期LLM智能体的密集监督信号。在长周期任务中，LLM智能体的单一轨迹可能包含数百或数千个动作。仅依赖最终结果的稀疏奖励信号难以指导模型理解中间动作的优劣，QVal通过密集监督信号解决此问题。

SpheRoPE: Zero-Shot Optimization-Free 360 Panorama Generation with Spherical RoPE

👍 1

06/30 08:00

We present a zero-shot, training-free and optimization-free framework for generating 360 panoramic images and videos by directly injecting spherical priors into pre-trained diffusion transformers. Existing methods either rely on costly fine-tuning on scarce panoramic data that limits generalization,

中文介绍 论文介绍了SpheRoPE框架，一种零样本、无需训练和优化的360度全景图像与视频生成方法。它通过将球形先验知识直接注入预训练扩散Transformer模型中实现。现有方法通常依赖于稀缺全景数据的昂贵微调，SpheRoPE旨在克服这一局限。

Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs

👍 16

06/30 08:00

Metacognition is a critical component of intelligence that describes the ability to monitor and regulate one's own cognitive processes. Yet LLMs exhibit systemic deficiencies in key metacognitive faculties: they hallucinate with high confidence, fail to recognize knowledge boundaries, and misreprese

中文介绍 论文探讨了通过结合元认知反馈的强化学习，以提高大型语言模型（LLMs）不确定性表达的真实性。元认知是智能的关键组成部分，而LLMs在关键元认知能力上存在系统性缺陷，例如高置信度地产生幻觉以及无法识别知识边界。

TRIAGE: Role-Typed Credit Assignment for Agentic Reinforcement Learning

👍 6

06/30 08:00

Agentic reinforcement learning requires assigning credit to environment-facing actions such as searches, clicks, edits, navigation commands, and object interactions. Standard GRPO uses the final verifier outcome as a uniform advantage over all action tokens. This outcome signal is useful but structu

中文介绍 论文提出了TRIAGE，一种用于智能体强化学习的角色类型信用分配方法。智能体强化学习需要对面向环境的行动（如搜索、点击、编辑）进行信用分配。标准的GRPO方法使用最终验证结果作为所有行动token的统一优势，但这种信号存在局限。TRIAGE旨在更精细地分配信用。

DigitalCoach: Communication and Grounding Gaps in Human and Agentic Computer Use Coaching

👍 1

06/30 08:00

Agents are increasingly capable of automating software tasks, but can they teach humans how to use software themselves? We introduce DigitalCoach, a multimodal dataset of 72 human expert-novice computer use coaching sessions consisting of 22,752 dialogue turns grounded in 28.1 hours of screen and in

中文介绍 论文介绍了DigitalCoach，一个多模态数据集，旨在研究人与智能体计算机使用辅导中的沟通和基础差距。该数据集包含72个人类专家与新手之间的计算机使用辅导会话，共计22,752个对话回合，总时长28.1小时。这有助于探索智能体是否能有效教授人类使用软件。

LeCropFollow: Latent Space Planning for Navigation in Unstructured Crop Fields

👍 0

06/30 08:00

Unstructured navigational features, such as irregular planting or discontinuities, remain the primary failure mode for under-canopy agricultural robots. Existing geometric approaches often fail in these scenarios because they compress high-dimensional visual data into deterministic spatial reference

中文介绍 论文提出了LeCropFollow，一种用于非结构化农作物田导航的潜在空间规划方法。现有几何方法在作物不规则种植或不连续等复杂场景中常常失效，因为它们将高维视觉数据压缩为确定性表示。LeCropFollow旨在为冠层下农业机器人克服这些主要故障模式。

InstanceControl: Controllable Complex Image Generation without Instance Labeling

👍 1

06/30 08:00

Controllable image generation methods, such as ControlNet, have demonstrated a remarkable capacity to introduce visual conditions(e.g., depth maps) to guide image generation. However, these methods often struggle with complex multi-instance scenes, frequently leading to attribute confusion among ins

中文介绍 论文提出了InstanceControl，一种无需实例标注即可进行可控复杂图像生成的方法。ControlNet等可控图像生成方法能引入深度图等视觉条件指导生成，但在处理复杂多实例场景时常面临挑战，易导致属性混淆。InstanceControl旨在解决这一问题。

Creating Intelligence: A Computational Foundation for AGI

👍 0

06/30 08:00

This work introduces a new computational theory of mind grounded in set theory and hyperdimensional computing. Whereas traditional neural networks rely on continuous weights and matrix multiplication, this framework works with sparse binary data. It represents information as discrete sets, directly

中文介绍 这项工作提出了一种基于集合论和超维计算的新型心智计算理论，旨在为通用人工智能（AGI）奠定计算基础。与依赖连续权重和矩阵乘法的传统神经网络不同，该框架使用稀疏二进制数据，将信息表示为离散形式。

MuSViT: A Foundation Vision Model for Sheet Music Representation

👍 2

06/30 08:00

Foundation models have transformed vision and language processing by providing rich, reusable representations that transfer across diverse tasks. Sheet music, as a visual encoding of musical language, lacks such a strong domain-specific backbone. We introduce MuSViT (Music Score Vision Transformer):

中文介绍 论文提出了MuSViT（Music Score Vision Transformer），一个为乐谱表示而设计的视觉基础模型。基础模型已通过提供丰富的可重用表示，改变了视觉和语言处理领域。然而，作为音乐语言的视觉编码，乐谱领域缺乏强大的特定领域骨干模型，MuSViT旨在弥补此空白。

MemLearner: Learning to Query Context memory for Video World Models

👍 18

06/30 08:00

Video World Models are interactive video generation models that predict future world states based on user actions and history video frames. A critical challenge in video world models is the lack of memory, causing inconsistent generated scenes over extended durations. Previous methods explored rule-

HABIT: Human-Aware Behavior and Interaction Training Dataset for Robot Manipulation

👍 0

06/30 08:00

Large-scale demonstration datasets have been central to recent progress in general-purpose robot policies. However, existing datasets are collected in human-absent settings, and policies trained on such data may perform tasks competently in isolation but fail to exhibit human-aware behaviors. To add

FLARE-AI: Flaw Reporting for AI

👍 0

06/30 08:00

Flaw reporting for deployed AI systems is fundamental to identifying system failures and improving AI safety. Yet the AI reporting ecosystem is fragmented: researchers who identify flaws often do not know what or where to report, and groups who receive reports rarely share them with other relevant s

DataEvolver: Self-Evolving Multi-Agent Data Construction for Text-Rich Image Generation

👍 16

06/30 08:00

Text-rich image generation is one of the most challenging settings in image generation, since models must simultaneously produce visually realistic images and render legible, semantically aligned, and layout-consistent text. Existing data pipelines usually follow a static crawl-filter-freeze paradig

Xiaomi-GUI-0 Technical Report

👍 8

06/30 08:00

Graphical user interface (GUI) agents build on vision-language models to complete user tasks end-to-end in real applications through interface actions such as tapping, swiping, text entry, and navigation. However, existing GUI agents are trained and evaluated largely on offline trajectories, simulat

3D HAMSTER: Bridging Planning and Control in Hierarchical Vision Language Action Models through 3D Trajectory Guidance

👍 0

06/30 08:00

Hierarchical Vision-Language-Action (VLA) models decouple high-level planning from low-level control to improve generalization in robot manipulation. Recent work in this paradigm uses 2D end-effector trajectories predicted by a Vision-Language Model (VLM) as explicit guidance for a downstream policy

BlockPilot: Instance-Adaptive Policy Learning for Diffusion-based Speculative Decoding

👍 67

06/30 08:00

Speculative decoding accelerates inference by using a lightweight draft model to generate candidate tokens in parallel, and are then verified by the target model, enabling lossless acceleration. Recently, diffusion-based speculative decoding further improves parallelism by generating multiple tokens

FlexiSLM: A Dynamic and Controllable Frame Rate Spoken Language Model

👍 0

06/30 08:00

Spoken language models (SLMs) extend LLMs to speech input and output. Existing SLMs represent speech at fixed frame rates (e.g., 25 or 12.5 Hz), ignoring the time-varying information density of speech and offering no flexibility to trade off quality for speed at inference time. Recent audio tokenize

ComplianceGate: Classifier-Gated Multi-Tier LLM Routing for Inference in Regulated Industries

👍 0

06/30 08:00

Large language models deployed in regulated industries operate under two constraints: compliance enforcement and cost efficiency. Personally identifiable information (PII) in user queries can reach model endpoints before the system determines whether that data should leave its jurisdictional boundar

Anchoring on Reality: Breaking the Pseudo-Target Ceiling in Makeup Transfer

👍 0

06/30 08:00

Makeup transfer applies a reference cosmetic style to a source face while preserving its identity and geometry. However, this task is severely hindered by the lack of real paired training data. Current methods rely on either weak priors or synthetic pseudo-targets from large-scale editing models. Th

TerraDiT-Ω: Unified Spatial Control for Satellite Image Synthesis with Any Geospatial Primitive

👍 2

06/30 08:00

Generative models have achieved remarkable progress, yet applying them to satellite imagery remains challenging. Unlike natural imagery, satellite scenes are structured by spatially complex and semantically distinct geometries. Prior work addresses this complexity by adapting natural image framework

Goku: A Million-Scale Universal Dataset and Benchmark for Instruction-Based Video Editing

👍 1

06/30 08:00

Existing instruction-based video editing datasets commonly focus on single-task appearance editing, failing to meet the complex creative demands of real-world scenarios. To bridge this gap, we present Goku, a large-scale dataset featuring 2 million high-quality, instruction-aligned video editing pai

Multi-Block Diffusion Language Models

👍 22

06/30 08:00

Block Diffusion Language Models (BD-LMs) improve diffusion-based text generation with KV caching and flexible-length generation. A natural next step is to extend them from Single-Block Diffusion (SingleBD) to Multi-Block Diffusion (MultiBD), where a running-set of consecutive blocks is decoded concu

DinoLink: A Token-Centric Representation Compression Framework for Bandwidth-Constrained Collaborative V2X Perception

👍 1

06/30 08:00

High-precision remote perception is often hindered by the severe bandwidth constraints of Vehicle-to-Everything (V2X) networks. We propose DinoLink, a token-centric compression framework that replaces raw pixel streaming with discrete semantic communication for vehicle-cloud collaborative inference.

GORGO: Online Tuning for Cross-Region Network-Aware LLM Serving

👍 0

06/30 08:00

Increasingly, LLM inference services proxy client requests to engine replicas distributed globally. Load-balancing policies must jointly account for factors including KV-cache locality, replica load, and variable network latency when optimizing for metrics like latency and TTFT. However, existing sy

PhotoQuilt: Training-Free Arbitrary-Resolution Photomosaics via Bootstrapped Tiled Denoising

👍 11

06/29 08:00

Photomosaics are large images whose local regions are seen as independent tiles while their overall arrangement forms a coherent scene. Generating them at high resolution, with every tile convincing in its own right, is computationally expensive, since the canvas must hold many detailed tiles at onc

AVTok: 1D Unified Tokenization for Holistic Audio-Video Generation

👍 3

06/29 08:00

Audio-video generation has recently gained unprecedented research attention, aiming to synthesize high-quality sounding video content with fine-grained synchronization and semantic alignment between the auditory and visual components. The preceding methods predominantly adopt a dual-branch design wi

LUMOS: A Semantic Operating-System Layer for Accessibility-Grounded AI Agents

👍 2

06/29 08:00

Current operating systems expose interfaces optimized for human users but not for AI agents. Humans benefit from pixels, icons, windows, visual grouping, mouse movement, and keyboard shortcuts; AI agents instead need compact semantic state, grounded actions, and reliable feedback. As a result, many

Humalike

07/02 05:15

Give your AI agents the social intelligence they're missing

中文介绍 HumaLike是一款产品，致力于为AI代理提供它们所缺乏的社交智能。通过引入这一能力，HumaLike旨在让AI代理能够更好地理解并模拟人类的社交行为与互动模式，从而在多方面应用中展现出更自然、更具情商的表现。

OASIS 1 Ring

07/02 05:14

Whisper to write and touch to edit

中文介绍 OASIS 1 Ring是一款智能戒指产品，用户可以通过低声说话进行内容输入（写作），并通过触摸戒指表面进行编辑操作，提供了一种创新的免提交互方式，旨在提升日常任务处理的便捷性。

Loot

07/02 05:14

Collect your favorite things in real life

中文介绍 Loot是一个帮助用户收集和管理现实生活中喜爱物品的平台。它旨在提供一种简单的方式，让用户能够记录、整理并追踪自己感兴趣或拥有的各类实体物品，从而更好地组织个人收藏或愿望清单。

Sequence Agentic

07/02 05:13

Money movement for AI agents

中文介绍 Sequence Agentic旨在为AI代理提供资金流转和管理的能力。该平台专注于自动化AI代理的金融操作，使其能够处理支付、转账或其他与资金相关的事务，从而赋能AI在商业和金融领域的自主决策与执行。

Tabstack Browser Automation

07/02 05:12

Automate the web in your app or agent, no browser to host

中文介绍 Tabstack Browser Automation提供了一种无需托管浏览器即可在应用程序或AI代理中实现网页自动化的解决方案。该工具旨在简化复杂的网页操作，允许开发者将Web自动化功能无缝集成到其软件中，从而提高效率并减少资源消耗。

Dump Memory

07/02 05:11

We fix your memory

中文介绍 Dump Memory是一款声称能「修复你的记忆」的产品。其具体功能可能涉及优化数字设备的内存管理，或提供个人记忆辅助工具，旨在帮助用户更高效地存储、检索和管理信息，从而改善整体的记忆体验。

Saldor

07/02 05:10

Speed up procurement and AP.

中文介绍 Saldor是一款旨在加速企业采购流程和应付账款（AP）处理的解决方案。通过自动化和优化相关环节，Saldor帮助企业提高运营效率，缩短采购周期，并确保应付账款的准确和及时支付，从而降低成本并改善财务管理。

Acti

07/02 05:09

Agentic keyboard for mobile commands and search

中文介绍 Acti是一款专为移动设备设计的「代理键盘」，它整合了命令执行和搜索功能。这款键盘旨在通过智能代理能力，帮助用户更高效地在手机上输入指令、执行任务及进行信息检索，从而提升移动操作的便捷性和生产力。

Wins 3.4

07/02 05:08

Snap, switch, and arrange Mac windows from the notch

中文介绍 Wins 3.4是一款专为Mac用户设计的窗口管理工具。它允许用户通过MacBook屏幕刘海（notch）区域，实现窗口的快速吸附、切换和排列，从而提供更便捷高效的多任务处理体验，优化桌面空间利用率。

Clusy

07/02 05:08

AI notebook platform for modern data science

中文介绍 Clusy是一个专为现代数据科学领域设计的AI笔记本平台。它旨在为数据科学家提供一个集成了人工智能工具的交互式环境，方便进行数据探索、模型开发、实验管理及结果分享，从而提升数据科学工作的效率和协作能力。

Building a Real AI Jarvis (GPT Realtime 2 + Cursor)

07/01 09:40

中文介绍 该视频由Riley Brown发布，展示了如何利用GPT Realtime 2和代码编辑器Cursor来构建一个真实的AI助手，旨在模仿电影中的智能管家「贾维斯」。内容可能涵盖AI实时交互、编程辅助以及个人化AI系统开发等技术细节。

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

有没有靠谱的中转站啊

07/01 23:19

5 回复 · 程序员 节点

大家避雷京东吧 买到二手退货和残次品组装的后封机 客服竟然帮腔说叫资源机

07/01 18:33

22 回复 · Apple 节点

新版 AGY (Antigravity) 的 skills 怎么添加？

07/01 18:11

9 回复 · 程序员 节点

AI 时代下是不是专业深度更有价值了？

07/01 17:05

8 回复 · 程序员 节点

新款 APPLE TV 什么时候出， 9 月会出么？

07/01 16:20

13 回复 · Apple 节点

n 年前互联网繁荣期有一个 35 岁的“免毕业”方案是“转管理”，现在大家应该人均手下几个 agent 员工，很少参与大规模代码手写，是否算是完成了“夙愿”——转管理

07/01 16:11

6 回复 · 程序员 节点

ios27 目前用下来最大的 bug 就是音量键老是自动调节音量

07/01 11:09

5 回复 · Apple 节点

最近很火的 Apple WLOC 定位修改能用来给国行 iPhone Air 添加海外 esim 吗

07/01 11:05

13 回复 · Apple 节点

大佬们， Linux kernel 漏洞频发需要升级的问题，你们是怎么处理的？

06/30 19:56

12 回复 · Linux 节点

为啥 ubuntu 搞个 wayland 这种不兼容的玩意出来

06/29 23:04

15 回复 · Linux 节点

Proliferate (YC S25) Is Hiring

07/02 05:00

1 points · 0 comments

Show HN: Searchable directory of 22k+ products from worker-owned co-ops

07/02 04:47

4 points · 1 comments

One KW wind turbine without civil engineering

07/02 04:43

10 points · 5 comments

Fable 5 Is Back

07/02 03:35

166 points · 127 comments

Claude Fable 5 Promotional Access

07/02 03:31

82 points · 60 comments

Show HN: Z-Jail – A 130 KB Linux sandbox-C99 with 7 defense layers and zero deps

07/02 03:18

17 points · 14 comments

ZCode: Claude Code from the Makers of GLM

07/02 03:11

212 points · 99 comments

Most rewrites serve the engineer, not the business

07/02 02:08

16 points · 15 comments

What to Learn to Be a Graphics Programmer

07/02 01:53

143 points · 58 comments

Building Gin: Simple over Easy

07/02 01:45

51 points · 16 comments

Hanami 3.0: In Full Bloom

07/02 01:41

46 points · 10 comments

Mortality associated with non-optimal ambient temperatures from 2000 to 2019

07/02 01:29

35 points · 3 comments

A complete ClickHouse OLAP engine, compiled to WebAssembly

07/02 01:05

35 points · 4 comments

Reduce GVisor Cold Starts with GPU Snapshotting

07/02 00:19

43 points · 15 comments

How We Made IPFS Content Publishing 10x Faster

07/01 23:30

116 points · 33 comments

Ask HN: Who is hiring? (July 2026)

07/01 23:01

Please state the location and include REMOTE for remote work, REMOTE (US) or similar if the country is restricted, and ONSITE when remote work is not an option.Please only post if you personally are part of the hiring company—no recruiting firms or job boards. One post per company. If it isn't

Ask HN: Who wants to be hired? (July 2026)

07/01 23:01

Share your information if you are looking for work. Please use this format: Location: Remote: Willing to relocate: Technologies: Résumé/CV: Email: Please only post if you are personally looking for work. Agencies, recruiters, job boards, and so on, are off topic here.Readers: please only email

Sony Deletes 551 Movies PlayStation Owners Paid For

07/01 22:26

418 points · 193 comments

For first time, a cell built from scratch grows and divides

07/01 22:20

https://biotic.org/research/spudcell/

FFmpeg 9.1's new AAC encoder

07/01 22:10

186 points · 67 comments

Monetization Gateway

07/01 21:59

198 points · 109 comments

Launch HN: Parsewise (YC P25) – Reason Across Documents with an API

07/01 21:48

Hi all, it’s Greg and Max, founders of Parsewise here (https://www.parsewise.ai/api). Parsewise transforms a bucket of unstructured data into schema compliant data, retaining lineage for values resolved across documents.Imagine giving Claude a bunch of files and asking for a CSV or JS

Internal Combustion Engine

07/01 21:04

235 points · 50 comments

Physical disc production ending in Jan 2028 for new games on PlayStation

07/01 20:13

458 points · 514 comments

Box3D, an open source 3D physics engine

07/01 20:12

345 points · 80 comments

Apple 'Hide My Email' vulnerability reveals peoples' real email addresses

07/01 18:19

https://www.404media.co/apple-hide-my-email-vulnerability-re..., https://archive.vn/mCbBw

Asahi Linux 7.1 Progress Report

07/01 18:07

503 points · 182 comments

Fixing a kubelet memory leak in Kubernetes 1.36

07/01 10:14

60 points · 12 comments

Generating Images with a 2025 Android

06/30 20:21

9 points · 0 comments

1-Bit Pixel Art Emojis

06/25 21:15

117 points · 16 comments

v2.1.198

07/02 04:45

What's changed Claude in Chrome is now generally available Added background agent notifications in claude agents — sessions that need input or finish now fire the Notification hook (agent_needs_input / agent_completed) Added /dataviz skill for chart and dashboard design guidance with a runnable colo

中文介绍 Anthropic的Claude v2.1.198版本更新。Claude现已在Chrome浏览器上普遍可用，并为Claude代理新增后台通知功能，在会话需输入或结束时触发。同时，增加了"/dataviz"技能，提供图表和仪表盘设计指导。

v2.1.197

07/01 01:56

What's changed Introducing Claude Sonnet 5: now the default model in Claude Code, with a native 1M-token context window and promotional pricing of $2/$10 per Mtok through August 31. Update to version 2.1.197 for access. https://www.anthropic.com/news/claude-sonnet-5

中文介绍 Anthropic的Claude Code发布v2.1.197更新，并引入了Claude Sonnet 5作为默认模型。该模型原生支持100万上下文窗口，并提供推广期价格：每百万tokens输入2美元，输出10美元，优惠期截至8月31日。

v2.1.196

06/30 07:27

What's changed Added support for organization default models — admins set it in the org console; it shows as "Org default" (or "Role default") in /model when you haven't picked one yourself Added readable default names for sessions at start, making them easier to identify and message Added clickable

中文介绍 Anthropic的Claude Code发布v2.1.196更新，新增了组织默认模型支持，管理员可在组织控制台设置。当用户未选择模型时，该默认模型将显示为「组织默认」或「角色默认」。此外，新版本还为会话启动时增加了可读的默认名称。

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_

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

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