2026-07-14（内容获取于 07/14 04:54）

Apple’s public betas for iOS 27 and more are out now

The Verge · 07/14 04:45

Apple has just released public betas for iOS 27 and other major OS updates that are set to publicly launch this fall. The big new feature this year is Siri AI, the delayed AI-powered revamp to Siri. It actually works - which is big praise! - though it keeps things brief. Other betas available now in

中文介绍 苹果已发布iOS 27及其他主要操作系统更新的公共测试版，预计今年秋季正式推出。此次更新的核心亮点是延迟推出的Siri AI，它是一个基于AI的Siri重塑版本。

Siri AI makes the Apple Watch finally feel like a wrist computer

The Verge · 07/14 04:44

Siri has been on the Apple Watch since day one, though I'm usually hard-pressed to find people who actually make good use of it. It's kind of just… been there - mostly as a way to set timers when my hands are full. But after playing around with the watchOS 27 developer beta, I get the sense that'll

中文介绍 经测试watchOS 27开发者测试版，Siri AI显著提升了Apple Watch的用户体验。此前Siri在Apple Watch上应用受限，但新版Siri AI使其更像一个“腕上电脑”。

Siri AI is already changing how I use my iPhone

The Verge · 07/14 04:43

Siri AI in iOS 27. iOS 27 escaped the developer world today with the launch of the first public beta. I've been testing the new operating system since early June, looking for quirks and seeing if it can live up to the hype Apple promised in the keynote. This year's iOS upgrades are what one might ca

中文介绍 苹果于今日发布iOS 27首个公共测试版，标志着Siri AI从开发者环境进入更广泛的用户测试。初步体验显示，iOS 27中的Siri AI正改变iPhone的用户交互方式。

The macOS 27 public beta is worth it just for the Liquid Glass tweaks

The Verge · 07/14 04:43

Golden Gate’s public beta should be at parity with the third developer beta, which is pretty stable. The macOS 27 Golden Gate public beta is here, and anyone with an M-series Mac now has easier access to test-drive Apple's latest changes - including a more subdued Liquid Glass aesthetic. That's reas

中文介绍 苹果已发布macOS 27 “Golden Gate”公共测试版，M系列Mac用户可体验其最新改进。此次更新的一大亮点是经过调整的“Liquid Glass”视觉效果，同时Siri AI功能也集成其中。

Apple says former employee exploited ‘rare’ bug to download confidential files after leaving for OpenAI

TechCrunch · 07/14 04:00

Apple would not comment on the "security breach," which allegedly allowed a former employee to download sensitive files from Apple's network long after he departed the company for rival OpenAI.

中文介绍 苹果公司称，一名前雇员在离职加入竞争对手OpenAI后，利用一个「罕见」漏洞下载了苹果的机密文件。苹果拒绝对此「安全漏洞」事件发表评论。

States make last-ditch effort to stop the Paramount ‘media behemoth’

The Verge · 07/14 02:35

A dozen state attorneys general are trying to block the $110 billion merger of Paramount and Warner Bros Discovery they warn would raise movie prices and crush cable TV distributors. The states - California, Arizona, Colorado, Connecticut, Massachusetts, Minnesota, Nevada, New Jersey, New Mexico, Ne

中文介绍 12个州的总检察长正试图阻止派拉蒙和华纳兄弟探索公司之间价值1100亿美元的合并案。他们警告称，该合并将导致电影票价上涨并压垮有线电视分销商。

The wildest allegations in Apple’s trade secrets lawsuit against OpenAI

TechCrunch · 07/14 02:22

Apple’s trade secrets lawsuit against OpenAI contains allegations that range from employees joking about unauthorized access to Apple’s systems to claims that job candidates were asked to bring Apple hardware to interviews. Here are the complaint’s most eye-catching claims.

中文介绍 苹果公司对OpenAI提起的商业秘密诉讼中，指控包括OpenAI员工曾开玩笑称可未经授权访问苹果系统，以及面试者被要求携带苹果硬件参与面试等。

The EV market is on the road to recovery thanks to high gas prices

The Verge · 07/14 02:03

As the US war on Iran sent gas prices soaring, American car buyers flocked to electric vehicles - and in particular hybrids. After a sluggish winter and fall, EV sales rebounded in the second quarter of 2026, with automakers posting some of their best numbers since the elimination of the federal EV

中文介绍 受美国对伊朗战争导致汽油价格飙升影响，美国电动汽车（尤其是混合动力车）销量在2026年第二季度强劲反弹。汽车制造商公布了自停产以来最佳销售数据，表明电动汽车市场正走向复苏。

What Anthropic’s latest AI discovery does—and doesn’t—show

MIT Tech Review AI · 07/14 02:00

This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here. Anthropic—currently the world’s most valuable AI company, with a nearly $1 trillion valuation—has a reputation for publishing strange and heady research. It’s loo

中文介绍 估值近1万亿美元的AI公司Anthropic发布了其最新AI研究发现。文章探讨了这项发现所揭示和未揭示的内容，Anthropic素以发表“不寻常”的AI成果而闻名。

OpenAI's new prompting guide tells users to stop overthinking and start with the result

The Decoder · 07/14 01:47

OpenAI has released a prompting guide for everyday users, not developers. Instead of rigid formulas, it suggests four optional building blocks: goal, context, format, and constraints. The core advice is simple: describe the result you want, not the steps to get there. It's the first time OpenAI cove

中文介绍 OpenAI发布了面向普通用户的提示词指南，提出目标、背景、格式、限制四大可选构建模块。核心建议是描述期望的结果而非步骤，旨在帮助用户更直观地使用AI。

Sam Altman’s space data center trash talk is what most experts already believe

TechCrunch · 07/14 01:28

Responding to Musk accusing him of being a scammer, Altman said, "homeboy you're the one sellling [sic] public market investors on short-term space datacenters."

中文介绍 针对埃隆·马斯克指控其为骗子，萨姆·奥特曼反驳称，马斯克才是向公开市场投资者推销「短期太空数据中心」的人。专家认为，奥特曼的言论反映了多数人的看法。

Apple and Samsung benefit as memory shortage pushes smartphone shipments to historic lows

Ars Technica · 07/14 01:18

The biggest smartphone makers keep on trucking in the face of component shortages and economic uncertainty.

中文介绍 存储芯片短缺导致智能手机出货量降至历史低点，但在部件短缺和经济不确定性下，苹果和三星等主要智能手机制造商仍表现强劲，从中受益。

Turing Award winner Rich Sutton founds Oak Lab to build AI agents that learn on their own

The Decoder · 07/14 01:15

Richard Sutton, 2024 Turing Award winner and co-founder of modern reinforcement learning, has launched a new startup called Oak Lab in Toronto. He calls current deep learning methods "weak and inefficient" and wants to build AI agents that learn continuously from their environment. The article Turin

中文介绍 2024年图灵奖得主、现代强化学习共同创始人Richard Sutton在多伦多创立新公司Oak Lab。他旨在构建能从环境中持续学习的AI智能体，并批评当前深度学习方法「弱且低效」。

Investors send General Fusion soaring in debut as first publicly traded fusion company

TechCrunch · 07/14 01:03

General Fusion started trading on the Nasdaq following a reverse merger that saw high redemptions.

中文介绍 General Fusion公司在纳斯达克上市，成为首家公开交易的核聚变公司，在反向并购后获得了投资者的热烈追捧，股价飙升。

12 states sue to block Paramount’s $110B Warner Bros. deal

TechCrunch · 07/14 01:00

The states allege that the deal would harm movie theaters, basic cable distributors, and audiences.

中文介绍 12个州已提起诉讼，旨在阻止派拉蒙和华纳兄弟之间价值1100亿美元的合并交易。各州声称，该交易将损害电影院、基本有线电视分销商以及观众的利益。

OpenCut-app/OpenCut

TypeScript · ★ 65,867 · 🍴 6,958 · 📈 1,077 stars today

The open-source CapCut alternative

中文介绍 OpenCut 是一个开源的视频剪辑软件，旨在成为流行剪辑工具 CapCut 的免费替代品。它为视频创作者和内容编辑提供了一个功能齐全且可定制的平台，用于处理视频素材。用户可以利用其免费开源的特性，在不依赖商业软件的情况下进行高效的视频制作和后期编辑。

HKUDS/Vibe-Trading

Python · ★ 21,626 · 🍴 3,740 · 📈 1,148 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。

moeru-ai/airi

TypeScript · ★ 41,823 · 🍴 4,194 · 📈 57 stars today

💖🧸 Self hosted, you-owned Grok Companion, a container of souls of waifu, cyber livings to bring them into our worlds, wishing to achieve Neuro-sama's altitude. Capable of realtime voice chat, Minecraft, Factorio playing. Web / macOS / Windows supported.

中文介绍 Airi 是一个自托管的 AI 伴侣项目，旨在创建用户私有化、可定制的虚拟角色（如“waifu”），并支持实时语音聊天，目标是达到 Neuro-sama 的交互水平。它被设计为一个类似 Grok Companion 的系统，让用户能够完全掌控自己的 AI 互动体验，甚至可能与 Minecraft 等游戏集成。

Shubhamsaboo/awesome-llm-apps

Python · ★ 119,490 · 🍴 17,730 · 📈 1,006 stars today

100+ AI Agent & RAG apps you can actually run — clone, customize, ship.

中文介绍 这是一个精选列表，收录了超过100个可实际运行的AI Agent和RAG（检索增强生成）应用示例。开发者可以轻松克隆、自定义并部署这些项目，作为构建自己LLM应用的基础。它为寻找LLM实践案例、学习AI Agent设计模式或RAG实现方案的开发者提供了丰富的灵感和快速启动资源。

Nutlope/hallmark

CSS · ★ 5,008 · 🍴 270 · 📈 802 stars today

Anti-AI-slop design skill for Claude Code, Cursor, and Codex.

中文介绍 hallmark 致力于提供“反AI废话”的设计技巧，专注于优化 Claude Code、Cursor 和 Codex 等AI工具生成的代码或设计。它旨在帮助开发者和设计师提升AI输出的质量，使其更具人性化、美观和实用性，避免生成平庸或低质量的内容。适用于需要将AI辅助成果融入高质量项目的工作者。

Raphire/Win11Debloat

PowerShell · ★ 50,769 · 🍴 2,045 · 📈 74 stars today

A simple, lightweight PowerShell script that allows you to remove pre-installed apps, disable telemetry, as well as perform various other changes to declutter and customize your Windows experience. Win11Debloat works for both Windows 10 and Windows 11.

中文介绍 Win11Debloat 提供一个简单轻量级的 PowerShell 脚本，帮助 Windows 11 用户清理系统。它能移除预装的臃肿应用（bloatware），禁用遥测数据收集，并允许执行多种自定义设置。该工具旨在优化 Windows 体验，减少系统占用，提升隐私保护，非常适合追求纯净、高效及个性化操作系统的用户。

Graphify-Labs/graphify

Python · ★ 84,486 · 🍴 8,330 · 📈 1,028 stars today

AI coding assistant skill (Claude Code, Codex, OpenCode, Cursor, Gemini CLI, and more). Turn any folder of code, SQL schemas, R scripts, shell scripts, docs, papers, images, or videos into a queryable knowledge graph. App code + database schema + infrastructure in one graph.

中文介绍 Graphify 是一个强大的 AI 编码助手技能工具，集成了 Claude Code、Codex、OpenCode、Gemini CLI 等多种主流 AI 模型。它能够将任何文件夹中的代码、SQL schemas、脚本、文档、论文、图像甚至视频转化为可查询的知识表示。这使得开发者能够利用 AI 更高效地理解、分析和操作项目数据，极大提升开发效率和项目管理能力。

hasaneyldrm/exercises-dataset

HTML · ★ 12,523 · 🍴 1,475 · 📈 435 stars today

1,324-exercise fitness dataset — animation GIFs, 180×180 thumbnails, muscle-group & equipment data, and step-by-step instructions in 6 languages. The exercise data layer behind the LogPress app.

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。

github/spec-kit

Python · ★ 120,513 · 🍴 10,682 · 📈 508 stars today

💫 Toolkit to help you get started with Spec-Driven Development

中文介绍 github/spec-kit 是一个专为规范驱动开发 (Spec-Driven Development) 设计的工具包。它旨在帮助开发团队更轻松地入门和实践这种开发模式，通过明确的规范指导代码实现。该工具集有助于确保软件开发过程与设计要求高度一致，从而提升软件质量、减少返工并优化团队协作效率，特别适合追求严谨开发流程的项目。

coreyhaines31/marketingskills

JavaScript · ★ 38,441 · 🍴 6,156 · 📈 260 stars today

Marketing skills for Claude Code and AI agents. CRO, copywriting, SEO, analytics, and growth engineering.

中文介绍 `marketingskills` 项目旨在为 Claude Code 等 AI 代理提供专业的营销技能，涵盖转化率优化 (CRO)、文案撰写、搜索引擎优化 (SEO)、数据分析和增长工程等关键领域。它通过集成特定的知识和策略，使 AI 能够更有效地执行营销任务，解决传统 AI 在专业营销领域能力不足的问题。该项目适合营销团队、增长专家、内容创作者或任何希望利用 AI 自动化或优化市场营销活动的个人和企业，帮助他们提升营销效率和效果。

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。

The Great Wave Has Arrived (from GLM CEO Jie Tang)

@bingxu_ · 6.5K 粉丝 · 318.6K 阅 · 505 赞 · 88 转

07/11 23:10

-- Bing Xu's Note --- I came across an internal GLM letter on the Chinese app RedNote, purportedly written by @jietang, and translated the Chinese text in the images into English. --- Letter Start

中文介绍 智谱AI CEO唐杰发表了「大模型浪潮已至」的观点，指出了当前人工智能发展的重要转折点，并对未来AI大模型的趋势与影响进行了预判。

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。

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。

The Reverse Information Paradox

@satyanadella · 7.0M 粉丝 · 146.5K 阅 · 1.1K 赞 · 162 转

07/12 23:09

In the age of intelligence, how should firms protect their core IP? Nobel Prize winning economist Kenneth Arrow famously described a paradox in the market for information. “Its value for the

中文介绍 微软CEO Satya Nadella探讨了「智能时代」企业如何有效保护核心知识产权的挑战。他引用诺贝尔经济学家Kenneth Arrow的信息悖论，深入分析了AI背景下知识价值与保护机制的新思考。

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。

Model and effort in Claude Code: knowing more vs. trying harder

@ClaudeDevs · 564.6K 粉丝 · 95.9K 阅 · 1.5K 赞 · 100 转

07/09 00:55

Claude Code gives you two settings that both seem to "make the answer better": the model, and the effort level. But what do these actually do to the output? And how do you know whether to reach for a

中文介绍 ClaudeDevs 探讨了在利用 Claude Code 进行开发时，是深入理解模型本身「知道更多」还是通过反复尝试和优化工程「更努力」更能提升效率。这一讨论聚焦于提示词工程、模型能力边界与开发者介入程度之间的平衡，旨在为开发者提供关于如何最大化AI编程工具潜力的策略性思考。

PanoWorld: Real-World Panoramic Generation

👍 7

07/10 08:00

In this work, we aim to address the challenge of long-range memory in panoramic world models by exploiting the rotation-equivariant property of omnidirectional representations, where rotation can be treated as an implicit geometric transformation.Building on this insight, we propose PanoWorld, which

中文介绍 论文提出PanoWorld模型，旨在解决全景世界模型中长程记忆的挑战。它通过利用全向表示的旋转等变特性，将旋转视为隐式几何变换，从而实现真实世界的全景生成，为计算机视觉领域带来新进展。

Scalable Visual Pretraining for Language Intelligence

👍 40

07/10 08:00

The rapid progress of large foundation models has been driven predominantly by pretraining on large-scale text corpora. However, many forms of knowledge are conveyed through visual representations, where figures, typeset equations, and page layouts carry rich information that cannot be faithfully or

中文介绍 尽管大型基础模型主要通过大规模文本语料预训练取得进展，但许多知识也通过视觉表示（如图表、方程式、页面布局）传递。该研究旨在探索可扩展的视觉预训练，以提升语言智能，更好地利用视觉信息。

Wan-Dancer: A Hierarchical Framework for Minute-scale Coherent Music-to-Dance Generation

👍 1

07/10 08:00

Generating long-duration, high-definition, and rhythmically synchronized dance videos directly from music remains a significant challenge, primarily due to the temporal constraints of current diffusion models, which typically fail beyond 20 seconds. Existing approaches, whether they rely on intermed

中文介绍 论文提出Wan-Dancer，一个用于分钟级连贯音乐到舞蹈生成的层次框架。针对现有扩散模型在20秒以上时长生成中表现不佳的挑战，该框架旨在实现长时间、高清晰度且节奏同步的舞蹈视频生成。

FreyaTTS Technical Report

👍 0

07/10 08:00

We introduce Freya-TTS, a compact, tokenizer-free, Turkish-first text-to-speech model designed for highly reliable and efficient conversational synthesis. Freya-TTS is a 183.2M-parameter non-autoregressive conditional flow-matching Diffusion Transformer (DiT) that operates in the frozen continuous l

中文介绍 论文介绍了Freya-TTS，一个紧凑、无需分词器、土耳其语优先的文本转语音模型。它是一个拥有183.2M参数的非自回归条件流匹配扩散Transformer (DiT)，旨在实现高度可靠和高效的对话合成。

ALICE: Learning a General-Purpose Pathology Foundation Model from Vision, Vision-Language, and Slide-Level Experts

👍 0

07/10 08:00

Foundation models are reshaping computational pathology, yet their capabilities remain shaped by pretraining objectives, data sources, and spatial scales, fragmenting complementary expertise across separate backbones. Here we present ALICE, a unified foundation model trained through multi-stage aggl

中文介绍 论文提出了ALICE，一个通用的病理学基础模型。该模型通过整合来自视觉、视觉-语言和玻片级专家的互补知识进行训练，旨在克服现有计算病理学基础模型能力碎片化的挑战，实现统一的病理学分析。

Failure as a Process: An Anatomy of CLI Coding Agent Trajectories

👍 0

07/10 08:00

Large language model (LLM) coding agents are increasingly deployed to autonomously perform software engineering tasks in terminal-based environments, making their reliability a growing concern. Existing empirical studies investigate why coding agents fail, yet they largely treat failure as a final o

中文介绍 随着大型语言模型(LLM)编码代理在终端环境中自主执行软件工程任务，其可靠性日益受到关注。本研究通过剖析CLI编码代理的轨迹，将失败视为一个过程，深入分析其发生机制，以超越现有仅关注失败原因的研究。

Shared Selective Persistent Memory for Agentic LLM Systems

👍 0

07/10 08:00

Agentic LLM systems that generate code through multi-turn tool use face a fundamental context problem: each session starts from zero, discarding the configuration choices, domain constraints, data schemas, and tool-use patterns that made previous sessions productive. Naively persisting entire conver

中文介绍 面向代理的LLM系统在多轮工具使用中面临上下文问题，每次会话都从零开始，遗弃了宝贵信息。该研究提出「共享选择性持久记忆」，旨在保留配置选择、领域约束、数据架构和工具使用模式，以提升系统代码生成的生产力。

A Sovereign, Open-Source Foundation Model for German and English

👍 1

07/10 08:00

We present Soofi S 30B-A3B, a sovereign, open-source Mixture-of-Experts (MoE) hybrid Mamba Transformer foundation model for German and English. Its hybrid design activates only 3B of 30B parameters per token and keeps the inference cache near-constant as context grows, giving it a decisive throughpu

中文介绍 论文发布了Soofi S 30B-A3B，一个针对德语和英语的自主开源MoE混合Mamba Transformer基础模型。其混合设计每token仅激活30B参数中的3B，并能保持推理缓存随上下文增长而接近恒定，显著提升效率。

Self-Guided Test-Time Training for Long-Context LLMs

👍 7

07/10 08:00

Long-context processing has become increasingly important for large language models (LLMs), but simply extending the context window does not guarantee effective utilization of long inputs. As input length grows, accuracy often degrades, indicating that models still struggle to identify and use the e

中文介绍 尽管长上下文处理对大型语言模型(LLM)至关重要，但简单扩展上下文窗口并不能保证有效利用长输入，准确性常会下降。该研究提出「自引导测试时训练」(SGTTT)，旨在帮助LLM在推理时更好地理解和利用长上下文信息。

Mach-Mind-4-Flash Technical Report

👍 0

07/10 08:00

We present Mach-Mind-4-Flash, a 35B-parameter Mixture-of-Experts (MoE) agentic model with 3B activated parameters. Through post-training optimization alone without scaling pre-training compute, the model achieves performance on par with or surpassing that of 100B-parameter-class models. By introduci

中文介绍 论文介绍了Mach-Mind-4-Flash，一个拥有35B参数且激活3B参数的MoE代理模型。该模型仅通过后训练优化，无需扩展预训练计算，便能实现与100B参数级别模型相当甚至超越的性能。

PhysV2A: Reachability-Gated and Semantic-Mask-Constrained Feasibility Completion for Video-to-Robot Manipulation

👍 0

07/10 08:00

Video-based manipulation provides object-centric motion priors from human demonstrations, generated videos, or RGB-D observations, but such priors are typically embodiment-agnostic and cannot be directly executed by a specific robot. This paper presents PhysV2A, a reachability-gated and semantic-mas

中文介绍 视频辅助操控为机器人提供了以物体为中心的运动先验，但这些先验通常与具体机器人无关。论文提出PhysV2A系统，它通过可达性门控和语义掩码约束的可行性补全，将视频演示转化为特定机器人可直接执行的操控指令。

Glob3R: Global Structure-from-Motion with 3D Foundation Models

👍 0

07/10 08:00

Recent 3D geometric foundation models, such as VGGT, provide robust feed-forward 3D reconstruction by directly predicting camera poses and 3D scene points from input images. However, their results remain inaccurate, and scaling them to long sequences or large unordered image sets typically requires

中文介绍 现有如VGGT等3D几何基础模型虽能稳健重建3D场景，但精度不足且难以扩展至大规模图像集。论文提出Glob3R，一种结合3D基础模型的全局运动结构(SfM)方法，旨在提高复杂场景下相机姿态和3D点预测的准确性与可扩展性。

Causally Debiased Latent Action Model for Embodied Action Conditioned World Models

👍 0

07/10 08:00

Action-conditioned world models (ACWMs) aim to simulate future observations conditioned on embodied actions, offering a promising foundation for robot planning, policy evaluation, and data augmentation. However, learning controllable ACWMs requires large-scale action-labeled data, which remains cost

Scoped Verification for Reliable Long-Horizon Agentic Context Evolution under Distribution Shift

👍 0

07/10 08:00

Deployed LLM agents rely on agentic context, the model-external textual control content assembled by an operational harness. In this work, the mutable component of that context is a persistent system-level instruction that is updated from operational experience while the model, tools, and harness re

TSR-Ego: Temporally Guided Stereo Refinement Framework for Egocentric 3D Human Pose Estimation

👍 0

07/10 08:00

Egocentric 3D human pose estimation from head-mounted stereo cameras is challenging due to fisheye distortion, severe self-occlusion, and frequent truncation of body joints outside the camera field of view. Recent stereo egocentric methods have improved performance through heatmap lifting, stereo co

Beyond Time Shifts: Adapting Omni-LLM as a Reference-Free Evaluator for Generative Audio-Visual Models

👍 0

07/10 08:00

As audio-visual generative models evolve into world simulators, cross-modal synchronization stands as a critical proxy for assessing the consistency of world dynamics and causality in generated content. However, existing evaluation metrics presume structural correctness, reducing synchronization to

REBASE: Reference-Background Subspace Elimination for Training-Free In-Context Segmentation

👍 3

07/10 08:00

Training-free in-context segmentation enables new object categories to be introduced at inference time from a single annotated reference image, eliminating the retraining and memory overhead of class-incremental learning. Recent approaches achieve this by combining vision foundation models for seman

Agentic Proof and Property-Based Testing via Property-Templates in Data-Intensive Computing

👍 0

07/10 08:00

As the cost of code generation becomes cheaper with AI, the new bottleneck in software engineering has shifted to intent specification and validation. Overcoming this durability crisis of AI-driven coding requires more than traditional fuzzing: each candidate property must be proven correct over a m

Inside the Skill Market: From Software Engineering Activities to Reusable Agent Skills

👍 0

07/10 08:00

Software engineering (abbrev. SE) has continuously evolved through increasingly powerful forms of reuse, from source code and libraries to components and services. Recent advances in AI agents have introduced a potentially new reusable artifact: skills. Emerging agent skill repositories and marketpl

Video Generation Models are General-Purpose Vision Learners

👍 39

07/10 08:00

Driven by next-token prediction, NLP shifted from task-specific models into powerful generalist foundation models. What, then, is the equivalent catalyst needed to achieve a general-purpose model in computer vision? In this paper, we contend that large-scale text-to-video generation serves as a stro

Phone Segmentation and Recognition through Phonological Activation Mapping

👍 2

07/10 08:00

Phone segmentation and recognition are inherently related tasks, yet modern approaches typically model them separately. We argue that phonetic structure is already latent in the representations of self-supervised speech models (S3Ms), and one only needs to steer them to solve both tasks. We leverage

SLBench: Evaluating How LLM Agents Follow Logical Relations in Skills

👍 0

07/10 08:00

Agent skills extend LLM agents with reusable procedures, tools, and domain-specific workflows, but their safety depends on resolving dependencies among interacting instructions. We introduce SkillLogic, a framework for analyzing logical relations in skill files and constructing executable tests from

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

👍 7

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

Long-Horizon-Terminal-Bench: Testing the Limits of Agents on Long-Horizon Terminal Tasks with Dense Reward-Based Grading

👍 43

07/09 08:00

AI agents have become capable of autonomously completing short, well-specified tasks. However, existing terminal benchmarks largely focus on simple problems that finish within minutes and are evaluated only by their final outcome. This setup overlooks intermediate progress and partial solutions, yie

Better Harnesses, Smaller Models: Building 90% Cheaper Agents via Automated Harness Adaptation

👍 0

07/09 08:00

Frontier LLM agents are automating many business tasks, but their high inference cost makes large-scale deployment unsustainable. Small language models (SLMs) offer a cheaper alternative, yet they typically fall short when swapped into a harness designed for a frontier LLM. We show that for many rou

AgenticFocus: Object-Preserving Mixed Reality Synthesis from Human FPV Video for Dexterous Humanoid Learning

👍 0

07/09 08:00

Human egocentric video is a scalable supervision source for humanoid policy learning, but current pipelines struggle with hand-object occlusion, oversimplified motion, or specialized capture hardware. We introduce AgenticFocus, a Mixed Reality synthesis pipeline that converts ordinary first-person-v

TheBioCollection: Unified Pre-Training Scale LLM Corpus for Biology

👍 0

07/09 08:00

The push toward large language models for biology (BioLM) has created a need for training corpora that can endow models with a genuine understanding of biology. However, existing biological resources, such as molecular databases, protein repositories, genomic annotations, single-cell atlases, and pa

Wat3R: Underwater 3D Geometry Learning without Annotations

👍 0

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

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

👍 29

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

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

👍 31

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

Osaurus

07/14 04:46

Open source agents that run 100% locally on your Mac

中文介绍 Osaurus 是一款开源代理工具，其主要特点是能够在 Mac 设备上完全本地化运行，无需依赖外部服务器，为用户提供私密且自主的计算环境。

Knockoff

07/14 04:46

Amazon, without the knockoffs

中文介绍 Knockoff 旨在创建一个新的电商平台，其核心愿景是提供一个「没有假冒伪劣商品」的购物体验，与传统大型电商平台形成差异化竞争。

Loomal

07/14 04:45

Monetize any MCP server in 5 minutes with no % skim.

中文介绍 Loomal 提供一种简便快速的解决方案，允许用户在5分钟内将任何 MCP 服务器变现，并且其服务不抽取任何佣金，最大化了用户收益。

Playground

07/14 04:43

Earn $100K+ in weekly rewards for hacking AI agents.

中文介绍 Playground 平台旨在鼓励用户通过「破解」AI 代理来赚取高额奖励，每周奖金可超过10万美元，促进AI技术的发展与安全探索。

NoMac.app

07/14 04:42

The headless iOS app publishing pipeline for AI agents.

中文介绍 NoMac.app 是一个专门为AI代理设计的无头（headless）iOS应用发布管道，旨在简化AI代理在iOS平台上的开发、部署和发布流程。

Simba Voice Agents

07/14 04:42

Voice agents powered by Simba 3.2 the world's #1 voice model

中文介绍 Simba Voice Agents 是由号称「全球排名第一」的Simba 3.2语音模型驱动的语音代理工具，旨在提供先进的语音交互和处理能力。

AgentKey

07/14 04:42

One-stop live data marketplace for your agent

中文介绍 AgentKey 提供一个一站式的实时数据市场，专门为AI代理服务，旨在为其提供及时、准确的实时数据资源，以增强其功能和决策能力。

JustVibe

07/14 04:39

The search engine for doing, with apps built for you

中文介绍 JustVibe是一个创新的搜索引擎，其定位是「行动的搜索引擎」，旨在帮助用户发现和执行任务，并内置了多款为用户量身定制的应用，以提升用户体验和效率。

TailMux

07/14 04:39

Multiple Tailscale tailnets at once, no switching + no VM

中文介绍 TailMux 是一款网络工具，允许用户同时运行和管理多个 Tailscale tailnet，无需进行网络切换或使用虚拟机，提高了操作的便捷性。

Fudge MCP

07/14 04:35

Give your AI agents design taste from existing websites

中文介绍 Fudge MCP 旨在通过从现有网站学习设计风格，赋予AI代理「设计品味」，使其能够生成具有特定视觉和美学标准的内容或界面。

OpenAI Just Merged ChatGPT and Codex. This Changes Everything.

07/13 01:24

中文介绍 据YouTube频道“Riley Brown”消息，OpenAI已将其大型语言模型ChatGPT与代码生成模型Codex进行整合。此举被认为将彻底改变人工智能的应用格局，可能极大提升AI在自然语言理解和编程辅助方面的综合能力，预示着AI技术发展进入新阶段。

Grok 4.5 + Cursor: Full Guide

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

做了个 iOS 聚合翻译 App:一句话同时问 Apple 翻译、DeepL 和一堆大模型,求 TestFlight 反馈

07/13 23:00

8 回复 · Apple 节点

到底要怎么宣传自己的产品啊

07/13 21:49

23 回复 · 程序员 节点

AI 编程时代，不需要学习编程的基础知识和原理了？程序员应该怎么做？

07/13 21:40

11 回复 · 程序员 节点

鼠标手得到了极大的缓解

07/13 17:27

17 回复 · 程序员 节点

想搞个 AirPods Max，但是觉得有点贵，大家有没有靠谱的二手店

07/13 12:47

12 回复 · Apple 节点

[预告] Reset! 各种 AI Agent 额度管理/自动预热重置 App (macOS Only)

07/11 21:23

9 回复 · Apple 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

10 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

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

Show HN: YouTube Guitar Tab Parser

07/14 04:13

I created a simple CLI that turns a YouTube guitar-lesson video into a PDF of the guitar tab.There are services that transcribe music from Youtube videos into tabs, but they never work well enough for me. Instead I'm taking a simpler approach. It downloads the video, samples frames, uses Claude

Show HN: I implemented a neural network in SQL

07/14 04:00

Two weeks ago I was on my babymoon in Corfu, Greece. While in transit, I was overseeing a GSoC intern submit an important feature to my array database library, Xarray-SQL. He added `to_dataset()`, which completed the roundtrip between thinking of array data in a tabular model simultaneously as gridd

Show HN: PlanWright – A control plane for AI coding agents

07/14 03:59

MCP driven control plane for Agentic Engineering. Plan from Claude Desktop, implement in Codex, review in a custom triage agent. All via MCP, all logged and tracked with full documentation of all decisions made by each agent.

Climate.gov was destroyed. Open data saved it

07/14 03:57

140 points · 59 comments

Telegram's t.me domain has been suspended

07/14 03:52

56 points · 43 comments

AI Is a Bad Tool

07/14 03:51

34 points · 5 comments

TFTP Honey Pot Results

07/14 03:11

18 points · 5 comments

Thunderbird Desktop settings research: what we learned from your feedback

07/14 02:33

29 points · 23 comments

The real prices of frontier models. Tokens * Price, right?

07/14 02:32

75 points · 38 comments

Show HN: Nobie – an Excel-compatible runtime for agents and humans

07/14 02:26

28 points · 8 comments

Building and Shipping Mac and iOS Apps Without Ever Opening Xcode

07/14 02:22

96 points · 51 comments

Linux on the Sega 32X. Who needs hardware synchronization primitives anyway?

07/14 02:18

47 points · 4 comments

Show HN: BillAI Bass, an AI-Powered Big Mouth Billy Bass Using Strands Agents

07/14 02:18

29 points · 12 comments

Show HN: Super Dario

07/14 01:53

334 points · 83 comments

Logseq 2.0 Beta (DB version) is here

07/14 01:49

68 points · 42 comments

Show HN: OpenClawMachines – Extending OpenClaw to the Enterprise

07/14 01:45

14 points · 10 comments

PgDog (YC P25) Is Hiring a Founding Software Engineer

07/14 01:00

1 points · 0 comments

Apple's new SpeechAnalyzer API, benchmarked against Whisper and its predecessor

07/14 00:06

322 points · 144 comments

LAPD lets contract with surveillance giant Flock expire

07/13 23:11

374 points · 276 comments

The art and engineering of Sega CD Silpheed

07/13 22:52

169 points · 33 comments

Benchmarking 15 "E-Waste" GPUs with Modern Workloads

07/13 21:48

79 points · 38 comments

Show HN: DOM-docx – HTML to native, editable Word docs (MIT)

07/13 19:51

118 points · 29 comments

A voxel Tokyo in real Japan time – ride the Yamanote line and study Japanese

07/13 19:18

303 points · 55 comments

Backtrack-Free Cursive

07/13 14:08

235 points · 109 comments

Ask HN: What Are You Working On? (July 2026)

07/13 05:26

What are you working on? Any new ideas that you're thinking about?

How sea stars build materials that can see

07/12 06:54

16 points · 1 comments

The Origins of Heikki's Garden of Flowers

07/11 11:24

8 points · 1 comments

Ancient Roman Board Game

07/10 04:47

50 points · 19 comments

GhostLock, a stack-UAF that has existed in all Linux distributions for 15 years

07/09 00:53

UAF = Use After Free (https://en.wikipedia.org/wiki/Dangling_pointer)

Tune Code Before Your Garbage Collector

07/08 16:05

27 points · 17 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

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