2026-07-17（内容获取于 07/17 04:49）

Netflix says around 300 titles used generative AI

The Verge · 07/17 04:29

Netflix says roughly 300 titles on its platform used generative AI, most of which occurred in post-production. The streaming service revealed the news in its second-quarter earnings report released on Thursday, saying it's "increasingly leveraging these tools to deliver higher quality output more qu

中文介绍 Netflix在2026年第二季度财报中透露，其平台上约有300部作品使用了生成式AI，其中大部分应用于后期制作环节。该公司表示正「越来越多地利用这些工具来提供更高质量」的内容。

Founders Fund hires former OpenAI exec Ryan Beiermeister (and not because of her ‘Mafia’ skills)

TechCrunch · 07/17 04:07

Ryan Beiermeister, who demonstrated cool analysis in the Founders Fund YouTube series "Mafia," has joined the firm as a partner.

中文介绍 Founders Fund宣布聘请前OpenAI高管Ryan Beiermeister担任合伙人。Beiermeister曾因在Founders Fund的YouTube系列节目「Mafia」中展现出的冷静分析能力而受到关注。

Why are CD sales suddenly growing again?

The Verge · 07/17 03:55

CD sales are apparently going up, reportedly thanks to fans realizing they're an affordable way to support their favorite artists. According to a new report from research firm Luminate, 16.3 million CDs were sold in the first half of 2026 in the US, a 16 percent increase year-over-year. The growth i

中文介绍 研究公司Luminate报告显示，2026年上半年美国CD销量达到1630万张，同比增长16%。CD销量增长的原因可能是粉丝认为购买CD是支持喜爱艺人的一种经济实惠方式。

Kimi's open model K3 nears GPT-5.6 Sol and Fable 5 while signaling the end of super cheap Chinese AI

The Decoder · 07/17 03:49

Kimi is launching K3, a multimodal open-weight model with 2.8 trillion parameters and one million tokens of context. In the company's own benchmarks, it comes close to Claude Fable 5 and GPT 5.6 Sol while beating Opus 4.8 and GLM 5.2, in some cases by a wide margin. The model is also significantly p

中文介绍 Kimi正推出多模态开源模型K3，该模型拥有2.8万亿参数和100万上下文Tokens。根据Kimi自己的基准测试，K3性能接近Claude Fable 5和GPT 5.6 Sol，并超越Opus 4.8和GLM 5.2。

The AI compute gap: Enterprises are buying infrastructure faster than they can measure what it costs

VentureBeat AI · 07/17 03:16

Across 107 enterprises, AI infrastructure spending is accelerating well ahead of the ability to see or steer its economics. Most organizations run their AI on a familiar base of hyperscalers and model-provider APIs, yet the next dollar is aimed at specialized compute almost none of them use today; a

中文介绍 对107家企业的调查显示，AI基础设施支出增长迅速，远超企业衡量和管理其成本的能力。大多数企业在超大规模云服务和模型API上运行AI，但下一阶段投资目标是专业计算，而这部分成本目前很少被有效监控。

The agent security gap: 54% of enterprises have already had an AI agent incident, and most still let agents share credentials

VentureBeat AI · 07/17 03:02

Across 107 enterprises, AI agents are being given real access to systems and data while the controls meant to contain them lag behind. More than half have already had a confirmed agent security incident or a near-miss; only about a third give every agent its own scoped identity, and most agents stil

中文介绍 对107家企业的调查发现，AI代理正获得对系统和数据的真实访问权限，但管控措施滞后。超过一半的企业（54%）已发生过AI代理安全事件或险情。目前只有约三分之一的企业为每个AI代理分配了独立的身份。

Kalshi says it caught Trump’s teleprompter operator insider trading

The Verge · 07/17 02:43

Kalshi users betting on what President Donald Trump would say during his speeches were reportedly up against tough competition: the president's teleprompter operator. ABC News reports that federal investigators believe Gabriel Perez - Trump's teleprompter operator since 2016 - used inside informatio

中文介绍 Kalshi平台怀疑捕获到美国前总统特朗普的提词器操作员Gabriel Perez涉嫌内幕交易。据ABC News报道，联邦调查人员认为Perez自2016年起利用提前知晓特朗普演讲内容的优势，在预测市场上进行投注获利。

Here’s Why Anthropic Is Pushing States to Regulate AI Faster

Wired AI · 07/17 02:35

The company endorsed landmark AI transparency laws in California and New York last year, but its head of US state and local policy says they may already be outdated.

中文介绍 Anthropic正敦促美国各州加速制定AI监管政策。该公司去年曾支持加州和纽约州具有里程碑意义的AI透明度法案，但其美国州及地方政策负责人表示，这些法案可能已经过时。

Google Vids now lets you star in your own AI videos

TechCrunch · 07/17 02:32

Google is adding personalized AI avatars to Vids that let users create videos starring a digital version of themselves, alongside Gemini Omni-powered tools for generating and editing videos from prompts and reference images.

中文介绍 Google Vids新增个性化AI虚拟形象功能，允许用户创建以自身数字版本为主角的视频。该服务还整合了由Gemini Omni驱动的工具，用户可通过文字提示和参考图像生成及编辑视频内容。

Roblox launches an AI-powered game-creation feature in its mobile app

TechCrunch · 07/17 02:22

Roblox's new "Build" feature lets users generate basic games using a single text prompt.

中文介绍 Roblox在其移动应用中推出了名为「Build」的AI驱动游戏创建功能。该功能允许用户通过单个文本提示即可生成基础游戏，大幅降低了游戏制作门槛。

We've seen helium baked off a rocky exoplanet's atmosphere

Ars Technica · 07/17 02:00

If the large, rocky planet is losing helium, then we can infer what is left behind.

中文介绍 科学家们观测到一颗大型岩石系外行星的大气层正在流失氦气。这一发现使研究人员能够推断该行星大气中剩余元素的构成。

New York governor says she’s using AI to analyze ‘every single rule’ in the state

The Verge · 07/17 01:58

New York Governor Kathy Hochul might have just signed a moratorium on new AI data centers in the state, but she's not against using the technology herself. During an interview with Bloomberg's Odd Lots podcast, Hochul said that her team is using "AI to analyze every single rule, regulation, [and] po

中文介绍 纽约州州长Kathy Hochul尽管签署了暂停新建AI数据中心的法令，但她表示其团队正在利用AI来分析州内的「每一项规则」。她在彭博社播客采访中透露了这一消息，显示其对AI技术的实用态度。

Ecovacs’ self-cleaning Deebot X11 has hit a new low price

The Verge · 07/17 01:57

Sometimes it feels like keeping your floors clean is one of those never-ending chores, which is why it's nice to have a versatile robot vacuum take it off your hands. The Ecovacs Deebot X11 robovac / mop hybrid is designed to do just that, and it's now $699 ($400 off) at Amazon and directly from Eco

中文介绍 Ecovacs Deebot X11是一款具备自清洁功能的扫拖机器人混合体，目前在亚马逊上的售价已降至699美元，相比原价优惠了400美元，创下了新的低价纪录。

Oil giant BP shutters its corporate venture arm after 20 years

TechCrunch · 07/17 01:37

BP Ventures is shutting down, ending a nearly 20-year run that was marked by reportedly lackluster returns.

中文介绍 石油巨头BP宣布关闭其企业风险投资部门BP Ventures，结束了近20年的运营。据报道，BP Ventures的投资回报表现不佳是此次关闭的主要原因。

Google rebrands NotebookLM as Gemini Notebook and opens its search app to third-party integration

The Decoder · 07/17 01:22

Google is renaming NotebookLM to Gemini Notebook and integrating the tool more deeply into its ecosystem. A new feature gives each notebook its own cloud computer that can write and run code, initially for AI Ultra and Workspace customers. Separately, Google Search is getting app connections. The ar

中文介绍 Google将NotebookLM更名为Gemini Notebook，并将其更深入地整合到生态系统中。一项新功能将为每个笔记本提供独立的云计算机，可用于编写和运行代码，初期面向AI Ultra和Workspace客户。此外，Google搜索也将开放第三方应用集成。

apache/ossie

Python · ★ 856 · 🍴 129 · 📈 81 stars today

Apache Ossie, industry wide specification effort to standardize how we exchange semantic metadata across analytics, AI and BI platforms, providing a vendor neutral, single source of truth for semantic data

中文介绍 Apache Ossie 是一项旨在标准化分析、AI 和 BI 平台之间语义元数据交换的行业规范工作。它致力于为语义数据提供一个厂商中立、单一事实来源的解决方案，解决跨平台数据互操作性问题。通过统一元数据定义与交换方式，Ossie 能够提升数据治理效率，确保不同系统对数据含义的理解一致性。主要面向数据架构师、MLOps 工程师及 BI 平台开发者。

Nutlope/hallmark

CSS · ★ 10,676 · 🍴 526 · 📈 3,181 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。

OpenCut-app/OpenCut

TypeScript · ★ 73,854 · 🍴 7,471 · 📈 3,290 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。

PostHog/posthog

Python · ★ 35,785 · 🍴 2,984 · 📈 146 stars today

🦔 PostHog is the leading platform for building self-driving products. Our developer tools – AI observability, analytics, session replay, flags, experiments, error tracking, logs, and more – capture all the context agents need to diagnose problems, uncover opportunities, and ship fixes. Steer it all

中文介绍 PostHog 是一个面向开发者的全栈产品分析与开发平台，旨在帮助团队构建“自驱动”产品。它提供了一系列工具，包括 AI 可观测性、用户行为分析、会话回放、功能开关 (feature flags)、A/B 实验、错误追踪和日志收集等。PostHog 帮助产品经理、开发者和数据分析师全面理解用户行为，快速迭代产品功能，并优化用户体验。

openinterpreter/openinterpreter

Rust · ★ 65,933 · 🍴 5,671 · 📈 633 stars today

A Codex-compatible coding agent for open models like Kimi K3

中文介绍 openinterpreter 是一个专为低成本 AI 模型设计的编程智能体。它通过提供一个代码执行环境，赋能经济型 AI 模型也能高效完成复杂的编程任务。该项目旨在降低开发者在利用 AI 辅助编程时对昂贵大型模型的需求，使 AI 编程自动化更具成本效益。用户可以是需要自动化代码生成、调试或项目管理的开发者，特别适合在资源有限的环境下，利用较小规模的语言模型提升开发效率。

PrismML-Eng/Bonsai-demo

Shell · ★ 1,477 · 🍴 151 · 📈 323 stars today

Bonsai Demo

中文介绍 PrismML-Eng/Bonsai-demo 是一个机器学习工程相关的演示项目。尽管描述简短，但结合项目所有者“PrismML-Eng”，可以推断该项目可能展示了某种 ML 工程实践、模型训练流程或特定的 AI 应用场景。它适合对机器学习工程实践感兴趣的开发者和研究人员探索。

hasaneyldrm/exercises-dataset

HTML · ★ 14,951 · 🍴 1,793 · 📈 697 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。

Shubhamsaboo/awesome-llm-apps

Python · ★ 122,756 · 🍴 18,102 · 📈 935 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。

lobehub/lobehub

TypeScript · ★ 80,098 · 🍴 15,609 · 📈 51 stars today

🤯 LobeHub is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team.

中文介绍 LobeHub 定位为“首席智能体操作官”，致力于高效管理和编排您的 AI 智能体团队。它提供了一套完整的解决方案，用于招聘、调度和报告整个 AI 团队的 7x24 小时运行情况。通过 LobeHub，开发者和企业能够更系统化地部署和管理多个 AI Agents，实现复杂的自动化工作流和持续的智能服务，是构建基于 Agents 的 AI 应用的强大工具。

YimMenu/YimMenuV2

C++ · ★ 1,495 · 🍴 358 · 📈 122 stars today

Experimental menu for GTA 5: Enhanced

中文介绍 YimMenuV2 是一个专为《侠盗猎车手5：增强版》（GTA 5: Enhanced）设计的实验性游戏修改菜单。它允许玩家在游戏中访问和启用各种自定义功能或作弊选项，从而改变游戏体验。该项目主要面向希望深入探索游戏机制、解锁隐藏内容或以非传统方式享受 GTA 5 的玩家。它通常通过注入游戏进程来修改参数，为热衷于游戏模组（modding）的用户提供更多自由度和娱乐性。

HKUDS/DeepTutor

Python · ★ 26,804 · 🍴 3,608 · 📈 647 stars today

DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/.

中文介绍 DeepTutor 是一个提供“终身个性化辅导”的智能教育系统。它利用深度学习等先进技术，为学习者提供定制化的、贯穿整个学习过程的辅导服务。该项目旨在解决传统教育中缺乏个性化指导的问题，通过适应学生的学习进度、风格和知识盲点，提供实时反馈和定制内容。它非常适合学生进行自主学习，教师辅助教学，以及任何寻求高效、个性化学习体验的终身学习者。

mattpocock/skills

Shell · ★ 174,064 · 🍴 14,936 · 📈 2,073 stars today

Skills for Real Engineers. Straight from my .claude directory.

中文介绍 mattpocock/skills 汇集了一系列专为“真正的工程师”设计的 AI 技能，这些技能直接源自作者的 .claude 目录。它旨在为 Anthropic Claude 等 AI 编码助手提供实际、高效的工具和能力，帮助开发者在编程、代码审查和自动化任务中提高效率和准确性，尤其适合需要强大 AI 编程辅助的专业人士。

github/copilot-sdk

Java · ★ 9,619 · 🍴 1,315 · 📈 62 stars today

Multi-platform SDK for integrating GitHub Copilot Agent into apps and services

中文介绍 GitHub Copilot SDK 是一个多平台开发工具包，旨在帮助开发者将 GitHub Copilot Agent 的强大 AI 辅助编程能力集成到自己的应用程序和服务中。通过此 SDK，各种开发环境、IDE 或自定义工具能够无缝接入 Copilot 的代码建议、自动补全等功能，从而为用户提供更智能、更高效的编程体验。它赋能开发者在更广泛的场景中利用 AI 提升生产力。

ibelick/ui-skills

TypeScript · ★ 4,167 · 🍴 174 · 📈 141 stars today

Skills for Design Engineers

中文介绍 ui-skills 是一个为设计工程师量身定制的技能与资源集合。它旨在提升设计工程师在用户界面（UI）开发领域的专业能力，可能包含 UI 组件库、设计模式、前端最佳实践、工具链使用指南或特定技术栈的学习路径。这个项目对于希望融合设计美学与工程实现，打造高性能、用户友好界面的设计工程师和前端开发者非常有价值。

Graphify-Labs/graphify

Python · ★ 88,853 · 🍴 8,687 · 📈 1,138 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。

codecrafters-io/build-your-own-x

Markdown · ★ 526,204 · 🍴 49,787 · 📈 549 stars today

Master programming by recreating your favorite technologies from scratch.

中文介绍 build-your-own-x 提供了通过从零开始重新实现流行技术来掌握编程的实践路径。它鼓励学习者通过亲手构建诸如 Git、Docker、Redis 等系统，深入理解其底层原理和工作机制。该项目是为那些寻求通过项目实战巩固计算机科学基础、提升编程技能，并获得更深层次技术洞察力的开发者和自学者设计的。

ossu/computer-science

HTML · ★ 206,439 · 🍴 25,627 · 📈 125 stars today

🎓 Path to a free self-taught education in Computer Science!

中文介绍 OSSU/computer-science 提供了一条免费且结构化的计算机科学自学路径。它汇集了来自顶尖大学的在线课程、教材和学习资源，旨在为没有正式大学教育机会的学习者提供一套媲美本科学位的计算机科学课程体系。该项目非常适合自学者、职业转型者或任何希望系统性地掌握计算机科学核心概念和技能的人。

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。

You just hired a million bad employees.

@gsivulka · 10.2K 粉丝 · 591.2K 阅 · 512 赞 · 99 转

07/15 00:41

AI was supposed to replace human labor. It did the opposite. For the first time in history, humans are cheaper than software. And AI is creating more jobs than it eliminates. Technology has

中文介绍 博主gsivulka以「你刚雇佣了一百万个糟糕的员工」为引子，暗示了对AI工具或其应用效果的批判性观点。

Making Fable Cheaper Than Opus

@joon_h_lee · 515 粉丝 · 366.3K 阅 · 521 赞 · 43 转

07/14 01:03

We replaced Opus 4.8 with Fable 5, and Devin’s bill went down. Fable 5 costs twice as much per token as Opus 4.8. But when we ran both models on FrontierCode 1.1 using our new Fusion architecture,

中文介绍 博主分享了通过用Fable 5替换Opus 4.8显著降低Devin账单的经验。尽管Fable 5的每token成本是Opus 4.8的两倍，但利用其新Fusion架构在FrontierCode 1.1上运行模型后，整体费用反而下降。这表明通过优化模型架构和运行时环境，即使使用成本更高的模型也能实现更优的经济效益。

The Most Human Technology Ever Made

@illscience · 30.4K 粉丝 · 332.5K 阅 · 539 赞 · 69 转

07/14 01:05

Over the weekend, Mira Murati wrote a phenomenal essay that you should read in full: “The future worth building is human.” I think it’s one of the best essays of the year, because it gets at the

中文介绍 博主推荐OpenAI首席技术官Mira Murati撰写的文章「值得建设的未来是人性化的」。该文章探讨了将人类价值融入AI发展的未来方向，并被博主评价为年度最佳文章之一。它强调了在AGI时代，技术应以人为本，而非单纯追求技术突破。

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。

How OpenAI’s Sol Finally Learned Design Taste

@DesignArena · 17.6K 粉丝 · 191.5K 阅 · 509 赞 · 46 转

07/16 00:36

We benchmarked GPT-5.6 Sol on Design Arena’s Web Design (Non-Agentic) Arena, and we were surprised to find that it ranks 1st overall. This is 18 places higher than its predecessor GPT-5.5, and is the

中文介绍 DesignArena 提出了「How OpenAI’s Sol Finally Learned Design Taste」的问题，可能旨在探讨 OpenAI 的 Sol 模型在学习和掌握设计美学方面的进展和方法。

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。

A Framework for Frontier AI and the Dawning of a New Age

@demishassabis · 1.4M 粉丝 · 98.1K 阅 · 1.5K 赞 · 236 转

07/14 17:10

This is a pivotal moment in human history. Artificial General Intelligence (AGI), a system that exhibits all the cognitive capabilities the brain has, is probably only a few short years away. When we

中文介绍 Google AI CEO Demis Hassabis认为，人类正处于关键历史时刻，通用人工智能（AGI）的实现可能仅在数年之内。AGI系统有望展现人类大脑的全部认知能力。他可能在分享一个关于前沿AI的框架，以应对即将到来的新时代。

gpt-5.6-sol without hitting limits

@theo · 356.6K 粉丝 · 77.0K 阅 · 774 赞 · 27 转

07/12 06:59

I've burned over $200,000 of tokens with gpt-5.6-sol. It's a great model. That said, it's a bit too easy to hit your limits on the $200 Codex Pro sub. OpenAI has been generous about resets, but that

中文介绍 博主Theo分享了关于在应用中使用模型「gpt-5.6-sol」的经验，侧重于如何避免触及其固有的使用限制。这篇帖子可能提供了在特定场景下，实现模型无障碍运行的策略或操作建议。

I'm pretty sure isRecord is our fault

@tldraw · 73.7K 粉丝 · 68.3K 阅 · 570 赞 · 29 转

07/10 05:21

A few weeks ago, many programmers (or perhaps former programmers) began to notice that OpenAI’s Codex model had developed an obsession with defensive coding. Nothing captured this better than

中文介绍 tldraw团队指出，近期许多程序员观察到OpenAI的Codex模型在代码生成时，对防御性编程表现出「痴迷」。博主推测，这种特殊行为模式，尤其是针对「isRecord」等特定模式的过度使用，可能与tldraw自身产品的代码生成实践有所关联。

VideoRAE: Taming Video Foundation Models for Generative Modeling via Representation Autoencoders

👍 0

07/15 08:00

Video generative models commonly rely on latent spaces learned by 3D Variational Autoencoders (3D-VAEs). However, conventional 3D-VAEs are mainly optimized for pixel-level reconstruction, which can limit the semantic and spatio-temporal structure captured by their latents. Meanwhile, Video Foundatio

中文介绍 VideoRAE 是一项新研究，旨在改进视频生成模型中使用的表示自动编码器。传统 3D-VAE 主要优化像素级重建，限制了其对视频语义和时空结构的捕获能力。VideoRAE 提出新的方法来解决这一问题，以更好地捕捉视频的高级特征。

Industrial Dexterity Benchmark: A Hardware-Software Benchmarking Platform for Industrial Dexterous Manipulation

👍 0

07/15 08:00

Dexterous manipulation remains a critical bottleneck in industrial automation; tasks such as cable routing, connector insertion, and precision assembly still rely heavily on manual labor despite decades of robotics research. This work presents a progression from classical, modular robotics pipelines

中文介绍 该研究介绍了「工业灵巧基准」（Industrial Dexterity Benchmark），这是一个硬件-软件基准测试平台。它旨在解决工业自动化中灵巧操作的关键瓶颈，如线缆布线、连接器插入和精密装配等仍高度依赖人工的任务，以推动机器人技术在这些领域的进展。

GigaWorld-Policy-0.5: A Faster and Stronger WAM Empowered by AutoResearch

👍 21

07/15 08:00

World Action Models (WAMs) improve robot policy learning by jointly modeling actions and future visual observations, using future scene evolution as dense supervision for physically grounded action generation. However, a common design in existing WAMs is to explicitly generate future videos at infer

中文介绍 GigaWorld-Policy-0.5 是一个由 AutoResearch 增强的更快更强的世界动作模型（WAM）。WAM 通过联合建模动作和未来视觉观察，并利用未来场景演变作为物理接地动作生成的密集监督，从而改进机器人策略学习。该模型旨在克服现有 WAM 的常见设计局限。

The Test Oracle Problem in Synthetic LLM-as-Judge Corpora: Disappearance, Distortion and a Validation Protocol

👍 0

07/15 08:00

Studies of bias in LLM-as-judge systems typically build synthetic corpora by prompting an LLM to generate a hallucinated answer to pair with a factual one, then presenting both to a judge. We report a case in which this generation step silently failed, and use it to argue that the failure mode is st

中文介绍 该研究探讨了大型语言模型（LLM）作为评判者系统中的偏见问题，特别是合成语料库中的「测试预言机问题」。研究指出，当 LLM 被提示生成虚假答案以与事实答案配对时，生成步骤可能出现静默失败，导致信息消失或扭曲。为此，论文提出了一个验证协议。

AgentCompass: A Unified Evaluation Infrastructure for Agent Capabilities

👍 9

07/15 08:00

As Large Language Models (LLMs) evolve into autonomous agents, the need for unified evaluation infrastructure becomes critical. However, current evaluation pipelines remain highly fragmented and tightly coupled, hindering reproducibility and causing redundant engineering. To address this, we introdu

中文介绍 AgentCompass 是一项统一的评估基础设施，旨在解决大型语言模型（LLM）向自主智能体发展过程中面临的碎片化和紧耦合评估管道问题。该平台旨在提升 LLM 智能体能力的评估重现性，并减少重复工程，提供更标准化的评估方案。

Towards Spatial Supersensing in the Wild

👍 10

07/15 08:00

Humans can efficiently parse continuous sensory streams, from hours to years, scaffolding an internal world model that grounds spatial reasoning and prediction. To mimic this capacity, spatial supersensing challenges multimodal models to move beyond linguistic understanding toward true world modelin

中文介绍 该研究探讨了「空间超感知」（Spatial Supersensing）概念，旨在让多模态模型超越语言理解，模仿人类处理连续感官流并构建内部世界模型的能力。这对于实现更高级的空间推理和预测至关重要，特别是在复杂真实环境中。

Exploratory, Communicative, and Deployable: Vision-Driven Embodied Agents for Open-World Mobile Manipulation

👍 0

07/15 08:00

Real-world deployment of embodied agents requires active exploration, visual grounding, and interactive intent disambiguation. However, existing frameworks often rely on privileged simulator states or assume complete instructions, bypassing realistic deployment challenges. To bridge this gap, we pre

中文介绍 该研究提出了一种面向开放世界移动操作的视觉驱动具身智能体，强调其探索性、交互性和可部署性。现有框架常依赖模拟器特权状态或完整指令，回避了实际部署挑战。该工作旨在解决主动探索、视觉基础和交互意图消歧等问题，以实现智能体的真实世界应用。

OvisOCR2 Technical Report

👍 42

07/15 08:00

We introduce OvisOCR2, a 0.8B document parsing model. OvisOCR2 is designed as an end-to-end parser: given a document page image, it generates a Markdown representation in natural reading order, covering text, formulas, tables, and visual regions. We build a data engine that combines filtered real-do

中文介绍 技术报告介绍了 OvisOCR2，一个拥有 0.8B 参数的文档解析模型。OvisOCR2 被设计为一个端到端的解析器，能够将文档页面图像转换为自然阅读顺序的 Markdown 表示，内容涵盖文本、公式、表格和视觉区域。该模型由一个组合了合成与真实数据的引擎构建。

UESF-Bench: Benchmarking and Probing for Unified Embodied Seeking and Following

👍 0

07/15 08:00

Language-guided human following is an important capability for embodied agents, but existing benchmarks typically assume that the target person is visible at the start of an episode. This setting simplifies the problem and overlooks a more realistic requirement: an agent often needs to first find a

中文介绍 UESF-Bench 是一个旨在评估和探索统一具身智能体寻人与跟随能力的基准。现有基准通常假设目标人物在任务开始时可见，简化了语言引导下的人员跟随问题。UESF-Bench 旨在解决更现实的场景，即智能体需要主动寻找目标人物，从而提升具身智能体的实用性。

Reverse to Advance: Teleoperation-Cost Effective Hard Policy Learning from Reversed Easy Tasks

👍 0

07/15 08:00

High-quality teleoperation datasets are costly to collect, particularly for hard tasks. We observe that many tasks exhibit directional asymmetry: completing the forward hard task is difficult, whereas reversing it by relaxing or disrupting the environment is comparatively easy. This suggests that re

中文介绍 该研究提出了「Reverse to Advance」方法，旨在通过反向执行简单任务来高效学习困难策略，从而降低高质量遥操作数据集的收集成本。研究观察到许多任务存在方向不对称性：正向执行困难任务成本高昂，而通过放松或扰乱环境进行反向操作则相对容易。

Discrete Diffusion Models: A Unified Framework from Tokenization to Generation

👍 7

07/15 08:00

Discrete denoising diffusion models (DDMs) have recently emerged as a compelling alternative to autoregressive (AR) modeling for discrete data, offering parallel generation and iterative global refinement capabilities. Unlike continuous diffusion, where the state space is fixed, DDMs are fundamental

中文介绍 该研究提出一个从分词到生成的统一框架，用于离散扩散模型（DDMs）。离散去噪扩散模型作为自回归（AR）建模的有力替代方案，在离散数据处理中展现出并行生成和迭代全局细化能力。与连续扩散模型不同，DDMs 旨在解决固定状态空间限制。

DiffGI: Differentiable Geometry Images for High-Fidelity Thin-Shell 3D Generation

👍 1

07/15 08:00

Existing 3D generative models predominantly rely on implicit volumetric representations, which enforce watertight topology and struggle to represent thin-shell and non-manifold geometries such as garments. Geometry image-based approaches offer a surface-centric alternative, but existing methods rely

中文介绍 DiffGI 提出了一种可微分几何图像方法，旨在实现高保真薄壳 3D 生成。现有 3D 生成模型多依赖隐式体素表示，难以建模服装等薄壳和非流形几何结构。DiffGI 提供了一种以表面为中心的新替代方案，克服了传统方法在处理复杂拓扑结构时的局限性。

How Well Can Frontier Large Language Models Generate Structures? High Quality Prediction of Molecular Geometries with Help from Fine-Tuning

👍 0

07/15 08:00

The power of Large Language Models (LLMs) has led us to investigate how they might be fine-tuned for learning the "language of molecular geometry". The fine-tuning of the LLMs using Cartesian coordinates or Z-matrices provides an extremely simple method for accurately predicting equilibrium structur

Hallo4D: Multi-Modal Hallucination Mitigation for Consistent Spatio-Temporal Generation

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07/15 08:00

While recent advances in 3D generation have enabled impressive visual synthesis, existing methods often rely on 2D diffusion supervision without explicit mechanisms for geometric consistency, leading to spatial hallucinations such as duplicated structures and misaligned geometry. These issues become

KnowAct-GUIClaw: Know Deeply, Act Perfectly, Personal GUI Assistant with Self-Evolving Memory and Skill

👍 44

07/15 08:00

OpenClaw has emerged as a leading agent framework for complex task automation, yet it faces insufficient cross-platform GUI interaction support and a well-built self-evolution mechanism. These flaws limit its adaptation to diverse device ecosystems and prevent performance improvements through contin

Harness Handbook: Making Evolving Agent Harnesses Readable,Navigable, and Editable

👍 162

07/14 08:00

The capability of a modern AI agent depends not only on its foundation model but also on its harness, which constructs prompts, manages state, invokes tools, and coordinates execution. As models, APIs, environments, and requirements evolve, the harness must be continually modified. Before such a cha

AffectFlow-DINO: Uncertainty-Aware Multi-Task Affect Estimation via Conditional Rectified Flow

👍 1

07/14 08:00

We present AffectFlow-DINO, a multi-task learning system for the 11th ABAW challenge that extends a standard deterministic architecture with a conditional rectified-flow head to model the inherent ambiguity of in-the-wild facial behavior. Instead of predicting a single affect estimate, the model lea

Just-In-Time Scene Graph Growth: Combating Perceptual Saturation in Long-Horizon Robotics

👍 0

07/14 08:00

While 3D Scene Graphs (3DSGs) provide crucial structured representations for embodied agents, conventional Ahead-of-Time, build-everything-then-filter pipelines conflict with the real-time, low-latency demands of edge platforms, inducing a perceptual saturation effect via severe observation redundan

MGFace: Mask-Gated Face Matching via Conditional Similarity Routing

👍 0

07/14 08:00

Face identification has achieved remarkable performance under normal conditions. Yet, its accuracy often degrades significantly when query faces are partially occluded, especially by facial masks. Existing re-ranking approaches improve robustness by exploiting patch-level similarities. Still, they o

Boogu-Image-0.1: Boosting Open-Source Unified Multimodal Understanding and Generation

👍 107

07/14 08:00

We introduce Boogu-Image-0.1, an open-source unified multimodal understanding and generation model family, comprising Base, Turbo, Edit, and Edit-Turbo variants. It delivers competitive performance in high-quality text-to-image generation, fast inference, instruction-based editing, and bilingual (Ch

ShortOPD: Recovering Pruned LLMs with Short-to-Long On-Policy Distillation

👍 11

07/14 08:00

Structured pruning is a hardware-friendly way to compress LLMs, but it is mostly validated on multiple-choice recognition tasks, while the same compressed checkpoints can collapse on the free-form generation that deployment actually requires. Two observations trace this gap. First, greedy pass@1 nea

Self-Improvements in Modern Agentic Systems: A Survey

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07/14 08:00

Self-improving autonomous agents are moving from research prototypes to deployed systems. The primary goal is controllable evolution, or adaptation, from experience with minimal or even no human input. This survey frames modern self-improving agents as adaptive systems that convert experience into a

DenseReward: Dense Reward Learning via Failure Synthesis for Robotic Manipulation

👍 0

07/14 08:00

Reinforcement learning holds great promise for improving robot policies beyond the limits of imitation learning. However, its practical adoption remains bottlenecked by the lack of reliable vision-language reward models that provide dense and informative feedback. Two key challenges remain: acquirin

The Seriality Gap in Video Diffusion Models

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07/14 08:00

When one ball strikes another, then another, video models should predict the consequences of each bounce. In controlled experiments on multi-ball hard-sphere dynamics, we find that the performance of standard bidirectional video diffusion degrades as the causal chain lengthens, even when provided mo

PalmClaw: A Native On-Device Agent Framework for Mobile Phones

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07/14 08:00

Large Language Model (LLM) agents have moved beyond generating responses to executing multi-step tasks by calling tools, observing the results, and iteratively deciding the next action. Most agent systems run on desktops or servers, which support tool use and task automation. Mobile devices are also

FlowWAM: Optical Flow as a Unified Action Representation for World Action Models

👍 0

07/14 08:00

World Action Models (WAMs) are able to leverage pretrained video generators for both world modeling and action prediction. However, directly leveraging such video generators for control raises a new challenge: how to represent actions in a suitable form that aligns with pretrained video generators w

DermDepth: Toward Monocular Metric Scale 3D Reconstruction Models for Dermatology

👍 0

07/14 08:00

Dermatological practice routinely involves measuring and tracking lesion size, morphology and texture, as critical components of wound or skin cancer screening, monitoring and diagnosis. To accomplish this task, practitioners often image the skin surface with commonly available off-the-shelf camera

X-Lens: Real-Time Metric Depth Estimation with Heterogeneous Cameras

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07/14 08:00

We present X-lens, a compact feed-forward model for metric depth estimation from a variable number of calibrated fisheye and pinhole views. To support real-time downstream perception, X-lens is built around a geometry-aware heterogeneous camera formulation with two key components. Learnable calibrat

ChunkFlow: Towards Continuity-Consistent Chunked Policy Learning

👍 0

07/14 08:00

Vision-language action (VLA) models increasingly adopt chunked action heads to satisfy real-time constraints; however, this introduces boundary jitter: overlapping regions between consecutive chunks often yield inconsistent predictions, degrading temporal coherence and the task success rate. Existin

Controllable Generation of Diverse Dermatological Imagery for Fair and Efficient Malignancy Classification

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07/14 08:00

Accurate dermatological diagnosis naturally necessitates equitable performance across diverse populations, yet a systematic lack of expertly annotated images, especially for underrepresented skin tones and rare diseases, impedes progress toward measurably fair methods. We introduce cgDDI (Controllab

Paradigm

07/17 04:43

Turn any goal into a personalized, adaptive learning path.

中文介绍 Paradigm是一款创新产品，旨在帮助用户将任何目标转化为个性化、自适应的学习路径。它通过智能算法，根据用户的具体情况和学习进度，自动调整和优化学习内容及节奏。这有助于用户更高效地达成目标，无论是技能提升还是知识获取，都能获得定制化的学习体验。

Zro

07/17 04:43

Private inference for coding agents

中文介绍 Zro提供针对编程代理的私有推断服务。这意味着它允许AI驱动的编程工具在处理敏感代码和数据时，能够执行计算和决策，同时确保这些信息的隐私和安全性。该服务旨在满足企业或开发者在自动化编程过程中对数据机密性的严格要求，降低潜在的数据泄露风险。

River

07/17 04:39

AI account executives that demo and close B2B deals

中文介绍 River推出AI驱动的客户经理（Account Executive），旨在自动化B2B销售流程中的关键环节。这些AI客户经理能够进行产品演示并完成交易，从而显著提高销售效率和转化率。该方案为企业提供了通过人工智能技术优化销售团队和降低运营成本的新途径。

Microflow

07/17 04:39

Microcontrollers made simple.

中文介绍 Microflow旨在大幅简化微控制器的使用体验。该平台可能提供直观的开发工具、简化的编程接口或模块化组件，以降低用户在微控制器项目开发中的技术门槛。这使得非专业开发者也能轻松上手，快速实现原型设计和嵌入式系统的功能。

SIMPLI

07/17 04:39

Split expenses in a live cosmos

中文介绍 SIMPLI是一款费用分摊工具，允许用户在“实时互动”的环境中轻松分割开支。它旨在简化群体活动如旅行、聚餐或合租中的账单管理，提供透明便捷的费用追踪和结算功能。该产品通过直观的用户界面，确保所有参与者都能清楚了解并分摊共享费用。

Albato AI

07/17 04:37

Build AI-driven workflows across 1,000+ apps

中文介绍 Albato AI是一个强大的集成平台，使用户能够在超过1,000款应用程序之间构建由AI驱动的自动化工作流程。它旨在通过连接不同的软件工具，实现数据流转和任务自动化，从而提高企业和个人用户的工作效率，无需复杂的编码知识即可实现智能化的业务流程。

Alert Grouping by DrDroid

07/17 04:36

Reduce Your Alerts Noise Completely

中文介绍 DrDroid推出的Alert Grouping工具致力于完全消除或显著减少系统产生的警报噪音。它通过智能算法对海量警报进行分组、去重和优先级排序，帮助IT运维人员或开发团队更有效地识别和处理关键问题，避免被重复或无关紧要的警报淹没，从而提升响应效率。

SonOf

07/17 04:34

Empty your backlog. Pay only when it ships

中文介绍 SonOf提供独特的软件开发服务，旨在帮助客户清空积压的任务列表（backlog），并采用“仅在产品交付后才付费”的模式。这种商业模式降低了客户的预付风险，同时激励服务提供商高效且高质量地完成项目，确保最终产品的顺利交付和客户满意度。

ClipMatch

07/17 04:33

Turn your camera roll into social content with AI

中文介绍 ClipMatch是一款利用AI技术将用户相机胶卷中的内容转化为社交媒体内容的工具。它能智能编辑照片和视频，并可能提供主题推荐，帮助用户快速创作出适合在Instagram、TikTok等平台上分享的引人注目的短视频和图片。这款产品旨在简化社交内容创作过程，提高用户效率。

Weave

07/17 04:30

Think out loud and watch it become a living map.

中文介绍 Weave是一款创新工具，旨在将用户的“大声思考”转化为动态的“生活地图”。它可能是一个智能笔记或思维导图应用，通过捕捉和组织用户的即时想法，帮助用户梳理复杂概念、连接不同思路，最终形成一个可视化、可交互的思维框架或知识网络。

Devin AI: The Full Beginner’s Guide (Better Than Claude Code?)

07/17 02:25

中文介绍 这则YouTube视频提供了Devin AI的全面初学者指南，深入探讨了这款人工智能工具在代码开发方面的应用潜力。视频可能通过演示和比较，向观众展示Devin AI的功能和使用方法，并讨论其与Claude Code相比的优劣，以帮助初学者快速掌握。

Director by OpenArt

07/17 02:12

中文介绍 这则YouTube短视频介绍了OpenArt公司推出的一款名为「Director」的新产品或功能。该视频可能简要展示了「Director」的主要特点和用途，暗示其可能是一款用于创意或艺术领域的人工智能工具。

Codex and Claude Shipped Browser Updates. This Changes Everything.

07/15 21:00

中文介绍 Codex和Claude两大AI模型近期发布了浏览器更新，预计将对用户与AI的互动方式产生显著影响。这些更新可能包括功能改进、性能优化或更深度的浏览器集成，旨在提升用户体验并拓宽AI工具的应用场景。

OpenAI Just Merged ChatGPT and Codex. This Changes Everything.

07/13 01:24

Grok 4.5 + Cursor: Full Guide

07/10 01:51

Build Beautiful Websites with Claude Fable 5 (Full Guide)

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

求推荐：多 AI 平台会话历史管理工具

07/16 21:27

7 回复 · 程序员 节点

现在哪个平台的模型 API 不卡顿、不限流？

07/16 20:53

7 回复 · 程序员 节点

有时候真的会被 AI 气笑

07/16 20:00

9 回复 · 程序员 节点

再见！ windsurf!

07/16 17:19

5 回复 · 程序员 节点

如果以后 Apple AI 国行版上线，国行的 iPhone 可以在科学上网前提下，使用国外的 Apple AI 吗？

07/16 16:24

11 回复 · Apple 节点

已故妻子的 iPhone 因失窃设备保护卡在 Face ID 验证，已知锁屏及 Apple 账户密码，能否提取微信数据？

07/16 16:07

51 回复 · Apple 节点

iOS27 太流畅了，垃圾 26

07/16 09:39

7 回复 · Apple 节点

Notability App 美区买断 40% off, 仅限三天

07/16 04:33

10 回复 · Apple 节点

闲鱼卖 iPhone 遇到骗子

07/15 20:32

117 回复 · Apple 节点

[苹果智能国内备案，阿里千问能力集成其中]

07/15 16:45

9 回复 · Apple 节点

Timeline Scan – AI fixes the dates on your scanned photos

07/17 04:25

3 points · 1 comments

LM Studio Bionic: the AI agent for open models

07/17 04:18

3 points · 0 comments

The privacy problems hidden in your period tracker

07/17 04:15

5 points · 0 comments

Show HN: Bonebox-01 – 29KB bare metal x86 OS (80 KiB, built to kill Tiny Core)

07/17 04:11

I found this project on GitHub and it was dead quiet. After digging in, I think it deserves attention.

Kimi K3 Intelligence, Performance and Price Analysis

07/17 04:09

3 points · 0 comments

$100 AI Music Video: Claude Fable 5 vs. GPT-5.6 Sol

07/17 04:03

3 points · 1 comments

AttoChess, a complete, playable chess program for 16-bit x86 DOS in 278 bytes

07/17 02:33

12 points · 4 comments

German AI consortium releases Soofi S, an open 30B model that tops benchmarks

07/17 01:44

83 points · 16 comments

CD sales growth outpaced vinyl in the first half of 2026

07/17 01:19

15 points · 10 comments

Adaptional (YC S25) Is Hiring

07/17 01:00

1 points · 0 comments

Launch HN: Traceforce (YC S26) – Company-wide security monitoring for AI apps

07/17 00:52

Hey HN, we’re Xia and Varun, the founders of Traceforce (https://www.traceforce.ai/). Traceforce provides visibility and control over AI apps such as ChatGPT, Claude etc directly on all devices (laptops, sandboxes, virtual machines) by discovering not just which apps are being used bu

Detecting LLM-Generated Texts with “Classical” Machine Learning

07/17 00:41

104 points · 77 comments

Decoy Font

07/17 00:18

234 points · 73 comments

Agent-talk: Enabling coding agents to work together

07/17 00:14

31 points · 11 comments

NotebookLM is now Gemini Notebook

07/17 00:08

152 points · 84 comments

Microsoft Comic Chat is now open source

07/17 00:06

359 points · 82 comments

Show HN: Leaves – A text-UI disk usage treemap visualizer

07/17 00:03

GUI disk analyzers are great for figuring out what's filling up your laptop/desktop drive.On containers or remote servers, the options are limited to purely text based utilities (e.g. du) or list-centric TUIs (e.g. ncdu) which are usually limited to viewing one directory at a time.I create

Immersive Linear Algebra Book with Interactive Figures (2015)

07/16 23:32

104 points · 20 comments

Schema Harness Achieves ~99% on Arc‑AGI‑3 Public

07/16 23:29

65 points · 41 comments

How to Train a Gen AI Kick Drum Model on Your Old Linux Desktop with 6GB VRAM

07/16 23:13

69 points · 46 comments

Guide to data tools landscape for developers

07/16 22:59

90 points · 27 comments

Kimi K3 is now live

07/16 22:46

719 points · 413 comments

Goes-19 weather satellite enters Safe Hold mode

07/16 21:30

132 points · 65 comments

Sony deletes more movies from the accounts of people who ‘bought’ them

07/16 20:13

509 points · 308 comments

Let's Build PlanetScale from Scratch: Infrastructure

07/16 19:58

125 points · 18 comments

How Our Rust-to-Zig Rewrite Is Going

07/16 19:39

323 points · 173 comments

Ente – Opening Our Books

07/16 18:37

200 points · 75 comments

OnePlus halts operations in USA and Europe

07/16 18:14

479 points · 273 comments

The lost joy of music piracy

07/16 12:46

744 points · 493 comments

Optimizing Lua string literals to save 400 bytes

07/14 02:21

18 points · 1 comments

v2.1.211

07/16 07:02

What's changed Added --forward-subagent-text flag and CLAUDE_CODE_FORWARD_SUBAGENT_TEXT environment variable to include subagent text and thinking in stream-json output Fixed permission previews relayed to chat channels not neutralizing bidirectional-override, zero-width, and look-alike quote charac

中文介绍 Anthropic的Claude Code发布v2.1.211版本。更新新增`--forward-subagent-text`标志及`CLAUDE_CODE_FORWARD_SUBAGENT_TEXT`环境变量，用于在stream-json输出中包含子代理文本。同时，修复了聊天频道权限预览中特定字符未能中和的错误。

v2.1.210

07/15 07:45

What's changed Added a live elapsed-time counter to the collapsed tool summary line so long-running tool calls visibly tick instead of looking stuck Added a startup warning for Write(path), NotebookEdit(path), and Glob(path) permission rules — use Edit(path) or Read(path) instead Fixed isolation: 'w

中文介绍 Anthropic的Claude Code项目发布了v2.1.210版本更新。此次更新增加了折叠工具摘要行的实时耗时计数器，以显示长时间运行的工具调用进度。同时，为`Write(path)`、`NotebookEdit(path)`和`Glob(path)`等权限规则新增了启动警告，并建议用户改用`Edit(path)`或`Read(path)`权限。

v2.1.209

07/14 14:36

What's changed Fixed /model and other dialogs being blocked in claude agents background sessions (reverts an overly broad guard)

v2.1.208

07/14 09:10

What's changed Added screen reader mode: opt-in plain-text rendering for screen reader users. Run claude --ax-screen-reader, set CLAUDE_AX_SCREEN_READER=1, or add "axScreenReader": true to settings. Added vimInsertModeRemaps setting: map two-key insert-mode sequences like jj to Escape in vim mode Ad

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

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

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