2026-07-13（内容获取于 07/13 04:39）

Shall We Go On Sinning So That Grace May Increase? is hypnotic, healing, and hopeful

The Verge · 07/13 03:40

Matmos are an incredibly accomplished duo between their own solo records like the masterpiece A Chance to Cut Is a Chance to Cure and production classic Bjork records like Vespertine. But Drew Daniel, one half of Matmos, is fiendishly prolific. When he's not literally dreaming up new viral music gen

中文介绍 提及Matmos成员Drew Daniel的音乐项目The Soft Pink Truth，其专辑《Shall We Go On Sinning So That Grace May Increase?》被评价为具有催眠、治愈和充满希望的特质。Drew Daniel以高产著称，也曾参与制作Bjork的专辑。

LinkedIn is the undisputed king of long-form AI slop, according to a study spanning five platforms

The Decoder · 07/13 00:41

One in four longer social media posts is entirely AI-generated, according to a Pangram analysis. LinkedIn leads with 41 percent of long-form posts flagged as AI-written. The platform made up only a third of all posts scanned but accounted for nearly two-thirds of all detected AI content. Because the

中文介绍 根据Pangram研究，五大社交平台中1/4长篇帖子由AI生成，LinkedIn居首。该平台41%长篇帖子被标记为AI撰写，占所有检测AI内容的近2/3，尽管其帖子总量仅占1/3。这表明LinkedIn是AI“胡编乱造”内容的重灾区。

Apple’s failed self-driving car program left a legacy of powerful AI chips

The Verge · 07/13 00:27

Apple's self-driving car program never really got off the ground, but it may have been what made the company's chips the powerful AI performers they are. Early in the development of the self-driving platform, Apple realized that it would need powerful on-device AI processing. While the car processor

中文介绍 尽管苹果公司的自动驾驶汽车项目未能成功，但其在早期开发过程中对强大设备端AI处理能力的需求，促使苹果开发了性能卓越的AI芯片。这一失败项目意外地为苹果的芯片技术留下了重要的AI遗产。

TechCrunch Mobility: A robotaxi ultimatum

TechCrunch · 07/13 00:07

Welcome back to TechCrunch Mobility, your hub for the future of transportation and now, more than ever, how AI is playing a part.

中文介绍 TechCrunch Mobility栏目聚焦交通运输的未来，特别是AI在其中的作用。本期探讨了“机器人出租车（Robotaxi）”的发展及其面临的挑战。

Claude Code now has a built-in browser that lets the AI read, click, and type on external websites

The Decoder · 07/12 23:02

Claude Code now has a built-in browser that lets the AI open, read, and interact with web pages directly inside the development environment. Write actions on external sites are screened by classifiers, and purchases or account creations need user approval. The article Claude Code now has a built-in

中文介绍 Claude Code现已集成内置浏览器，使AI能够在开发环境中直接访问、阅读并与外部网站交互。AI在外部网站的写入行为受分类器审查，购买或创建账户等需用户批准，确保安全。

One of SteelSeries’ best gaming headsets is over $100 off

The Verge · 07/12 23:00

The SteelSeries Arctis Nova Pro gaming headset. | Photo by Amelia Holowaty Krales SteelSeries has the Arctis Nova Pro Wireless gaming headset on sale for $239.99 (currently between $300 and $350 at other retailers). The Xbox version that supports a host of other platforms including PlayStation, PC,

中文介绍 SteelSeries旗下的Arctis Nova Pro Wireless游戏耳机正以239.99美元促销，比市场价（300-350美元）便宜超100美元。这款高端游戏耳机，包括Xbox版，兼容多平台，是该品牌最佳产品之一。

How Philips Hue got the smart home right

The Verge · 07/12 22:38

A photo of a lightbulb glowing purple. | Photo: Amelia Holowaty Krales / The Verge The state of the smart home can be frustrating, because it is just so obvious how things ought to work. You should be able to control everything from everywhere. Your spaces should adapt to what you're doing and how y

中文介绍 飞利浦Hue智能照明系统被誉为智能家居的成功典范，实现了用户随时随地控制设备、空间按需自适应的理想状态。它有效解决了智能家居普遍存在的复杂性与碎片化问题，为智能家居产品树立了榜样。

Less is more with the Oura Ring 5

The Verge · 07/12 22:00

The cross stitch pattern is by NathNolu on Etsy. If you're reading an Oura Ring 5 review at The Verge, you likely fall into one of two camps: newcomers looking for a smartwatch alternative, or Oura users pondering an upgrade. In the case of the former, this is a great casual health tracker and the b

中文介绍 对Oura Ring 5的评测强调其“少即是多”理念，是智能手表的优秀替代品。它为寻求轻便的健康追踪者提供良好休闲健康监测体验，无论新老Oura用户均值得关注。

Blue Prince became a bonding — and learning — experience for my family

The Verge · 07/12 21:00

My wife and son spent their weekends exploring and piecing together the mansion in Blue Prince. | Image: Courtesy of Raw Fury I've always been the gamer in the family. When my son was born nearly 11 years ago, gaming was one of the things I looked forward to sharing with him. Pulling up a chair next

中文介绍 游戏《Blue Prince》成为作者家庭的亲子纽带和学习体验。作者的妻子和儿子利用周末时间共同探索并拼凑游戏中的豪宅，使得这款游戏不仅带来乐趣，也促进了家庭成员间的互动和共同成长。

The fight against AI data centers is just beginning

The Verge · 07/12 20:00

A yard sign opposing a planned data center is displayed along Route 54 in Mount Carmel Township Northumberland County. | Image: Getty Images This is The Stepback, a weekly newsletter breaking down one essential story from the tech world. For more on the data center buildout, follow Emma Roth. The St

中文介绍 报道称，围绕AI数据中心建设的争议和反对声浪正兴起。在诺森伯兰县芒特卡梅尔镇54号公路沿线，居民已设置标牌反对拟建数据中心项目。这预示着一场关于AI数据中心建设的斗争才刚刚开始。

S&P Global sees OpenAI as a "key credit risk" for Oracle and cuts its credit rating

The Decoder · 07/12 19:43

S&P Global has downgraded Oracle's credit rating to "BBB-," one notch above junk status. OpenAI accounts for roughly half of Oracle's $638 billion in contractual obligations. If OpenAI walked away, Oracle would be stuck with massive data center capacity it couldn't fill. The article S&P Global sees

中文介绍 标普全球将甲骨文（Oracle）信用评级下调至“BBB-”，仅比垃圾级高一级。主要原因是OpenAI被视为关键信用风险，它占据了甲骨文6380亿美元合同义务约一半。若OpenAI退出，甲骨文将面临大量数据中心容量闲置风险。

Meta kills Muse Image feature that let anyone generate AI photos of Instagram users without consent

The Decoder · 07/12 19:20

Meta pulled a controversial feature from its new Muse Image model after widespread criticism. The feature let users generate AI images of other people by @-mentioning their public Instagram accounts. No consent needed, just a username. Meta admits "this feature missed the mark" and shut it down days

中文介绍 Meta因广泛批评，已从新的Muse Image模型中撤销一项争议功能。该功能允许用户通过@提及Instagram公开账户来生成他人AI图像，且无需同意。Meta承认此功能“未能达标”，引发用户隐私担忧。

The real mystery behind Moana: After 1,700 years, why did Polynesians suddenly sail east?

Ars Technica · 07/12 19:12

New climate evidence adds context to these long voyages.

中文介绍 文章探讨了电影《海洋奇缘》背后真实的历史谜团：在沉寂1700年后，波利尼西亚人为何突然向东方大规模航行。新的气候证据为这些跨洋壮举提供了额外的背景信息和解释。

Scientists’ Side Hustle? Using AI and Quantum Computing to Generate New Peptides

Wired AI · 07/12 18:00

Researchers cobbled together funding and time to show how quantum computing could aid in the development of drugs to help underserved populations and combat rare diseases.

中文介绍 科学家们正利用AI和量子计算技术，生成新型肽以开发药物，旨在帮助弱势群体并对抗罕见疾病。研究人员通过有限的资金和时间，成功展示了量子计算在创新药物研发方面的巨大潜力与辅助作用。

Claude Cowork's biggest use case is the mundane office work nobody wants to own, Anthropic says

The Decoder · 07/12 17:36

Anthropic analyzed 1.2 million Claude Cowork sessions from more than 600,000 organizations. About half of all usage goes toward business processes and text creation, what Anthropic calls "the work around the work." That means tasks like compiling status reports, building onboarding checklists, or pu

中文介绍 Anthropic分析了逾60万组织120万次Claude Cowork会话，发现约一半使用量集中于日常办公和文本创建。Anthropic称之为“围绕工作的辅助性工作”，涵盖撰写报告、构建入职流程等，即人们不愿承担的“琐碎工作”。

Dicklesworthstone/destructive_command_guard

Rust · ★ 2,730 · 🍴 102 · 📈 444 stars today

The Destructive Command Guard (dcg) is for blocking dangerous git and shell commands from being executed by agents.

中文介绍 dcg (Destructive Command Guard) 是一个旨在阻止自动化代理执行危险 Git 和 Shell 命令的工具。它通过拦截潜在的破坏性操作，如强制推送或删除关键文件，有效提升系统安全性，防止误操作导致的数据丢失或服务中断。此工具特别适用于 CI/CD 流程、自动化脚本或多用户协作环境，为开发者和运维人员提供一道安全屏障。

wonderwhy-er/DesktopCommanderMCP

TypeScript · ★ 7,954 · 🍴 984 · 📈 207 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。

HKUDS/Vibe-Trading

Python · ★ 20,429 · 🍴 3,584 · 📈 776 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。

PrefectHQ/prefect

Python · ★ 23,105 · 🍴 2,386 · 📈 55 stars today

Prefect is a workflow orchestration framework for building resilient data pipelines in Python.

中文介绍 Prefect 是一个用于构建高弹性数据管道的 Python 工作流编排框架。它帮助数据工程师和ML工程师定义、调度和监控复杂的数据流，能够优雅地处理失败、重试和依赖管理。通过提供强大的API和仪表盘，Prefect 简化了ETL/ELT、机器学习模型训练等任务的开发和运维，确保数据处理流程的可靠性和可观测性。

Shubhamsaboo/awesome-llm-apps

Python · ★ 118,435 · 🍴 17,616 · 📈 450 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。

anthropics/claude-cookbooks

Jupyter Notebook · ★ 48,310 · 🍴 5,719 · 📈 464 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。

home-assistant/core

Python · ★ 88,991 · 🍴 38,077 · 📈 404 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。

Crosstalk-Solutions/project-nomad

TypeScript · ★ 33,737 · 🍴 3,384 · 📈 122 stars today

Project N.O.M.A.D, is a self-contained, offline survival computer packed with critical tools, knowledge, and AI to keep you informed and empowered—anytime, anywhere.

中文介绍 Project N.O.M.A.D（Nomad Offline Mobile Access Device）是一个自给自足的离线生存计算机项目，内含关键工具、知识库和AI功能。旨在无需互联网连接的情况下，在任何时间、任何地点为用户提供信息和赋能。它适合户外探险、应急准备或灾害救援等场景，提供离线状态下的信息获取和计算能力。

ColeMurray/background-agents

TypeScript · ★ 2,226 · 🍴 341 · 📈 9 stars today

An open-source background agents coding system

中文介绍 这是一个开源的后台代理编程系统，旨在帮助开发者构建和管理在后台运行的自动化代理。它可能提供框架或库，简化后台任务的创建、调度和执行，使其能够独立于主应用程序运行。适用于需要实现异步处理、自动化脚本或事件驱动型服务的开发者。

k1tbyte/Wand-Enhancer

C# · ★ 6,859 · 🍴 19,270 · 📈 603 stars today

Advanced UX and interoperability extension for Wand (WeMod) app

中文介绍 Wand-Enhancer 是一个针对 Wand (WeMod) 应用程序的高级用户体验 (UX) 和互操作性增强扩展。它旨在提升 Wand 用户的操作便利性，并改善其与其他系统或应用的集成能力。对于追求更流畅、更个性化使用体验的 Wand（可能指游戏辅助工具WeMod）用户来说，这是一个实用的增强工具。

pingdotgg/t3code

TypeScript · ★ 13,714 · 🍴 2,881 · 📈 79 stars today

中文介绍 尽管描述为空，从项目名称 't3code' 和所有者 'pingdotgg' 推测，这很可能是一个基于 T3 Stack（Next.js, TypeScript, TailwindCSS, tRPC等）的现代全栈代码库，可能与游戏或社区平台相关。它为寻求使用最新技术栈构建高性能Web应用的开发者提供了实践范例或基础框架。

virattt/ai-hedge-fund

Python · ★ 61,352 · 🍴 10,852 · 📈 109 stars today

An AI Hedge Fund Team

中文介绍 这是一个关于AI对冲基金团队的项目。它可能涉及利用人工智能和机器学习技术进行量化交易策略开发、市场预测、风险管理和投资组合优化。目标是构建一个能够自动分析数据、识别交易机会并执行交易的智能投资系统，适用于金融量化研究员、数据科学家和对AI投资感兴趣的机构或个人。

chen08209/FlClash

Dart · ★ 45,191 · 🍴 2,852 · 📈 151 stars today

A multi-platform proxy client based on ClashMeta,simple and easy to use, open-source and ad-free.

中文介绍 FlClash 是一个基于 ClashMeta 的多平台代理客户端，以其简洁易用、开源和无广告的特性而著称。它提供高效的网络代理服务，帮助用户突破地域限制，保护网络隐私。该客户端支持多种操作系统，适合寻求稳定、安全且用户友好的代理解决方案的普通用户及技术爱好者。

davila7/claude-code-templates

Python · ★ 29,201 · 🍴 3,202 · 📈 274 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。

par274/sharpemu

C# · ★ 1,175 · 🍴 70 · 📈 349 stars today

An experimental PlayStation 5 emulator project.

中文介绍 sharpemu 是一个实验性的 PlayStation 5 模拟器项目。它旨在让用户能够在非原生硬件上运行 PS5 游戏和应用程序，为游戏爱好者提供跨平台体验。该项目处于早期开发阶段，对模拟器技术、逆向工程和游戏移植感兴趣的开发者及研究人员可以关注其进展。

malisper/pgrust

Rust · ★ 2,404 · 🍴 64 · 📈 518 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。

Nutlope/hallmark

CSS · ★ 4,169 · 🍴 248 · 📈 210 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。

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。

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。

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。

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

👍 1

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

👍 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

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

👍 27

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

👍 13

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

👍 30

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

👍 0

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。

UltraX: Refining Pre-Training Data at Scale with Adaptive Programmatic Editing

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07/09 08:00

As available training data approaches its physical limit, gains from Scaling Laws have begun to diminish. Consequently, improving Large Language Models (LLMs) now depends less on data expansion and more on higher-quality data utilization. However, in the context of large-scale corpora, existing refi

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

GitLake: Git-for-data for the agentic lakehouse

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07/09 08:00

We present GitLake, a Git-for-data design for an agent-first lakehouse. The system lifts single-table Iceberg snapshots into lakehouse-wide commits, branches, and merges, letting agents work on isolated branches while humans review and publish changes. Pipelines run on temporary branches and publish

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

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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

AutoPersonas: A Multi-Timescale Loop Engine for Open-Ended Persona Evolution

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07/09 08:00

Long-term persona agents must remain identifiable while adapting to new events, relationships, evidence, and social conditions. We identify self-locking as a runtime failure mode in continuing persona-life loops: locally plausible events keep appearing while the generated life collapses toward famil

A First-Principles Theory of Slow Thinking and Active Perception

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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

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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

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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

Miora

07/13 04:33

Scale your creativity on editable canvas with agent memory

中文介绍 Miora是一款旨在扩展用户创造力的产品，它提供一个可编辑的画布功能，并配备了代理记忆能力，帮助用户在创作过程中提升效率和规模。

ServiceBeard

07/13 04:33

Sync your mailbox with your issue tracker

中文介绍 ServiceBeard是一款效率工具，其主要功能是将用户的邮箱与问题追踪器进行同步，旨在简化工作流程，提高团队协作和问题管理效率。

Effects SDK

07/13 04:33

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。

JustVibe

07/13 04:31

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。

Second Brain for AI v2

07/13 04:27

AI memory that connects the dots across every tool

中文介绍 Second Brain for AI v2是一款AI记忆系统，旨在整合用户在不同工具中产生的信息和数据，通过「连接点」的方式，帮助用户构建一个跨工具的知识网络，从而提升AI的记忆和关联能力。

Sim

07/13 04:14

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。

FetchSandbox

07/13 04:10

API integration testing that remembers what breaks

中文介绍 FetchSandbox是一款专注于API集成测试的工具。它能够智能地记住并识别集成过程中出现的故障和问题点，从而帮助开发者更高效地进行API测试、调试和维护，提升软件质量。

San Fran Sim

07/13 04:08

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。

ChatCut

07/13 04:03

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。

Muse Spark 1.1 by Meta AI

07/13 04:03

Multimodal reasoning model built for agentic tasks

中文介绍 Muse Spark 1.1是由Meta AI开发的一款多模态推理模型，专为代理任务而设计。该模型旨在结合处理多种类型数据（如文本、图像等）的能力，以支持AI代理执行复杂的决策和行动。

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 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

像 ZCode 这种一天一更新是怎么做到的？

07/12 22:47

15 回复 · 程序员 节点

各位大佬每月在 AI 工具上的支出都是多少？多少是因为工作支出？

07/12 21:25

13 回复 · 程序员 节点

突然发现 chatgpt 语音多了 live 功能，感觉练口语挺好的

07/12 15:52

33 回复 · 程序员 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

5 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

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

Tiny Emulators

07/13 04:23

3 points · 0 comments

Irish datacenters now guzzle 23% of the country's electricity

07/13 04:16

9 points · 1 comments

Defining new Jax types with hijax

07/13 03:54

3 points · 0 comments

Terrifying moment Grandpa is launched eight feet in the air by charging bison

07/13 03:50

3 points · 0 comments

Neocities: Create your own free website

07/13 03:49

28 points · 2 comments

The One-Step Trap (In AI Research)

07/13 02:41

16 points · 3 comments

I love LLMs, I hate hype

07/13 02:31

148 points · 79 comments

Claude Code sends 33k tokens before reading the prompt; OpenCode sends 7k

07/13 02:25

This started based off of a hunch. We usually use OpenCode, but were 'forced' to use Claude Code for a while due to issues with Meridian. In that time, we saw the usage meter rise much, much more quickly than when using OpenCode.This was the initial anecdotal evidence, but we undertook thi

I Learned to Read Again

07/13 02:22

23 points · 2 comments

Can We Understand How Large Language Models Reason?

07/13 02:04

43 points · 39 comments

Against Usefulness

07/13 01:47

47 points · 10 comments

Migrating a production AI agent to GPT-5.6: 2.2x faster, 27% cheaper

07/13 01:13

31 points · 4 comments

LARP – Revenue infrastructure for serious founders

07/13 00:56

67 points · 11 comments

Show HN: Shirei, cross-platform GUI framework in native Go

07/13 00:55

62 points · 34 comments

Automation Without Understanding

07/13 00:54

62 points · 33 comments

Theo de Raadt: "You've been smoking something mind altering" (2007)

07/13 00:05

61 points · 53 comments

Why study Diophantine equations?

07/12 23:53

51 points · 16 comments

How to read more books

07/12 23:47

197 points · 112 comments

The power of collaboration: How we can reduce traffic congestion

07/12 23:35

39 points · 30 comments

The shingles vaccine may reduce the risk of dementia

07/12 23:23

https://archive.ph/PzPop

Don't you mean extinct?

07/12 23:17

146 points · 78 comments

AI boosts research careers but narrow the span of ideas explored: study

07/12 21:26

128 points · 92 comments

Understanding the Odin programming language

07/12 20:08

129 points · 68 comments

Old and new apps, via modern coding agents

07/12 19:09

365 points · 104 comments

Ghostel.el: Terminal emulator powered by libghostty

07/12 16:52

243 points · 40 comments

What xAI's Grok build CLI sends to xAI: A wire-level analysis

07/12 09:09

370 points · 148 comments

Why write code in 2026

07/11 00:12

44 points · 96 comments

Vint Cerf, “father of the Internet”, is retiring

07/10 08:06

261 points · 150 comments

Deir El-Medina Strikes

07/08 03:10

25 points · 3 comments

Show HN: Nectar, a Rust-like React that compiles to WebAssembly

07/06 23:16

After a pretty rough gig experience, I wanted to remind myself that I was a vaguely capable developer. I had recently jumped on the Rust train and wanted a Rust equivalent of React that is more performant and easier to work with. I also wondered if I could effectively eject Javascript. This project

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