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星期二

  1. METR Blog

    前沿 AI 安全政策的共同要素(2025 年 12 月更新)——METR

    METR 发布《前沿 AI 安全政策的共同要素》2025 年 12 月更新版,目前已有 Anthropic、OpenAI、Google DeepMind、Meta、xAI、Nvidia 等 12 家公司发布前沿 AI 安全政策。报告梳理了各政策中的能力阈值、模型评估、模型权重安全与部署缓解措施,并新增对 EU AI Act 通用 AI 行为准则和加州 Senate Bill 53 相关指引的引用。

    nal four companies joining since then. Currently, twelve companies have published frontier AI safety policies: Anthropic, OpenAI, Google DeepMind, Magic, Naver, Meta, G42, Cohere, Microsoft, Amazon, xAI, and Nvidia. In August 2024, we released a version of this report describing commonalities among Anthropic, OpenAI, and Google DeepMind’s frontier safety policies. In March 2025, with twelve policies available, this document updated and expanded upon that earlier work. This December 2025 version

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星期二

  1. Johann Rehberger / Embrace The Red

    Google Antigravity IDE 被曝五类安全漏洞,含远程命令执行与数据外泄

    安全研究者 Johann Rehberger 在 Google 新发布的 Antigravity IDE 中发现五个安全漏洞,包括通过间接提示注入实现的远程命令执行和数据外泄,其中部分问题可追溯到 2025 年 5 月他向 Windsurf 报告过的同类缺陷。Antigravity 默认由 AI 自行判断终端命令是否安全执行,且 MCP 工具调用完全没有人工确认环节,攻击者可利用不可见的 Unicode Tag 字符在源码或 Linear 工单中隐藏指令。作者建议禁用自动执行、谨慎启用 MCP 服务器,并指出 Claude Code、GitHub Copilot、Cursor、Codex 等编码智能体在安全性和补丁历史上更成熟。

    e capabilities of the tool, this allows the AI to exfiltrate data, code execution, data manipulation or deletion, etc., all without the developer’s consent. An interesting feature Microsoft recently added to GitHub Copilot is that the result of an MCP tool is actually displayed to the developer and the developer can decide to include the data or not in the prompt context. It is possible to disable individual tools, which is good. But there is no secure way to enable dangerous tools at the moment

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星期二

  1. antirez 原创博客

    Scaling HNSWs:antirez 谈 Redis 中 HNSW 的内存与性能优化

    antirez 在暂停 HNSWs 开发之际,分享了为 Redis 实现 HNSW 向量相似度搜索时的高级优化经验。他采用按向量量化的有符号 8 位表示(-127 到 127)来压缩向量,并指出多层结构平均仅带来约 1.3 倍开销,同时质疑 HNSW 中“H”层级是否真正必要。

    great area is to imagine evolutions and refinements of HNSWs, without getting trapped within the idea that the evolutions are only in the sense of: let’s do it, but for disk (see Microsoft efforts), or the like. Ok, enough with the premise, let’s go to the actual low level stuff :) Scaling memory Redis is an in-memory system, and both HNSWs and vectors have the unfortunate quality of being very space-hungry. There are three reasons for this: 1. HNSWs have a lot of pointers, like 16, 32 or more

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星期四

  1. LG AI Research 官方博客

    LG AI Research 谈 AI 如何改变人类批判性思维

    LG AI Research 在 2025 AI Ethics Seminar 中讨论了生成式 AI 对人类批判性思维的影响,并介绍了 ChatEXAONE 如何将这些变化纳入设计理念。文章引用 Lee et al.(2025)对 319 名知识工作者的研究,指出对 AI 依赖度越高,独立思考投入越少;Passi et al.(2024)则提出 CAIR、CSR 与 AoR 指标及三项 AI 设计策略。

    HDS_b02f7e961.png

    into its design philosophy. 1. The evolution of critical thinking: How much should we trust AI? In a paper by Lee et al. (2025)[1], researchers from Carnegie Mellon University and Microsoft analyzed changes in the critical thinking of 319 knowledge workers when using generative AI. The results were noteworthy. The higher the reliance in AI, the less effort was made to think independently; Those who had high confidence in their own judgment maintained critical thinking even when using AI The rese

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星期二

  1. Cognition 模型 / Devin 博客

    Cognition 用 Devin 自动化 .NET Framework 到 .NET Core 迁移

    Cognition 将 Jimmy Bogard 的 .NET 迁移指南改编为面向 AI 智能体的版本,展示 Devin 如何自动化 Strangler Fig 迁移的每个阶段。Devin 通过 DeepWiki 生成架构文档、Ask Devin 制定迁移计划、本地环境执行迁移、内置测试框架验证每个 PR,原本耗时数月的迁移最快可在两周内完成。

    with .NET Core. For each session key, determine its data type, serialization requirements, and usage patterns.” Next, use a Devin Session to register each key and serializer. "Add Microsoft.AspNetCore.SystemWebAdapters to the Global.asax file on the .NET side and configure session state sharing. Register all session keys with JSON serialization, set up the remote app server with proper API key configuration, and add the session server. For each session variable in the codebase, identify and regi

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星期三

  1. vLLM 官方博客

    vLLM OpenAI 兼容 API 支持返回 token IDs,消除智能体强化学习的重新分词偏移

    vLLM 从 v0.10.2 起为 OpenAI 兼容 API 增加 `return_token_ids` 参数,可随文本返回输入的 `prompt_token_ids` 和生成结果的 `token_ids`。该功能避免推理文本在训练时重新分词产生不同 token 序列,Agent Lightning v0.2 会自动启用参数并通过追踪能力收集训练所需数据。

    gent with RL. It has several core features. Seamless integration with existing agents with ZERO CODE CHANGE (almost)!; Build with ANY agent framework (LangChain, OpenAI Agent SDK, Microsoft Agent Framework, ...); or even WITHOUT agent framework (Python programs); No constraints on the input to the LLM, allowing for flexible orchestration such as summarization, multi-agent collaboration, and other complex workflows When Agent Lightning was first released, we implemented an instrumented vLLM serve

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星期一

  1. One Useful Thing

    Ethan Mollick:当下使用 AI 的一份有主见指南

    Ethan Mollick 发布了一份当下使用 AI 的有主见指南,建议按 OpenAI 公布的真实使用数据判断何时用免费模型、何时升级付费。他指出最先进的四套系统是 Claude、Gemini、ChatGPT 和 Grok,付费档为每月 20 美元或约 200 美元,前者适合大多数人,后者面向复杂技术与编程需求。做正经工作时建议手动选择 Agent 模型,例如 GPT-5 Thinking Extended 或 GPT-5 Thinking Heavy。

    、OpenAI 的 ChatGPT ,以及 Elon Musk 的 xAI 旗下的 Grok。然后是开放权重 AI 家族,它们几乎(但并非完全)同样出色:中国的 Deepseek 、Kimi 、Z 和 Qwen,以及法国的 Mistral。在几乎任何 AI 评级系统中,这些 AI 模型的变体合计占据了前 35 名。你使用的任何其他提供前沿 AI 的服务,从 Microsoft Copilot 到 Perplexity(两者都提供一定的免费使用),都是以这九种 AI 中的一个或多个为基础驱动的。 你应该如何在它们之间做选择?一些免费系统(如 Gemini 和 Perplexity)擅长网络搜索,而另一些则完全无法搜索网络。如果你想要免费的图像生成,最佳选择是 Gemini,ChatGPT 和 Grok 紧随其后。但归根结底,这些 AI 在许多细微之处存在差异,包括隐私政策、访问级别、能力、它们处理伦理问题的方式,以及“个性”。而所有这些都会随时间波动。因此,基于这些因素选择一个你喜欢的模型并使用它。不过,如果你正在考虑可能升级到付费账户,我建议从 Anthropic、Google 或 O

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星期二

  1. Microsoft AI Blog精选

    微软发布首款自研图像生成模型 MAI-Image-1,进入 LMArena 前十

    微软 AI 发布首款完全自研的图像生成模型 MAI-Image-1,在 LMArena 文本生图榜单中进入前十。该模型主打照片级真实感,擅长光照(如反弹光、反射)和风景等场景,官方称其速度与质量组合优于许多更大更慢的模型。11 月 4 日起,MAI-Image-1 已开始接入部分微软产品:在 Bing Image Creator 中与 DALL-E 3、GPT4o 并列可选,并用于 Copilot Audio Expressions 的 Story Mode 配图,目前面向所有可访问 Bing Image Creator 和 Copilot Labs 的国家开放。

    A collage featuring nature photos (a frog in water, a rabbit, mountains, fields, sunset, a tree) and food photos (pizza, sushi, a grapefruit slice), arranged in a grid on a light beige background.

    LI; X; FB Update – November 4, 2025: We have begun launching MAI-Image-1 into select Microsoft products! Try it in Bing Image Creator: Available at bing.com/create, in the Bing mobile app, or right from the Bing search bar, Bing Image Creator is built to meet people where they already search and create. MAI-Image-1 is now an option alongside DALL-E 3 and GPT4o in the model menu, enabling you to experiment and pick the model that best matches your creative goals. Try it in Copilot Audio Expressio

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星期三

  1. TLDR AI

    Gemini 登陆 Chrome,可快速总结任意网页

    Google 正在面向美国 Mac 和 Windows 桌面用户推出 Chrome 版 Gemini,用户可就正在阅读的任意网页请求解释和摘要。企业版将在未来几周通过 Workspace 提供,并配备企业控制功能。

    hy it matters: Leaders can standardize a light-lift reading assistant across the org to speed brief creation and reduce time spent parsing long pages. Source: Google Blog Summary: Microsoft’s latest Windows 11 Insider build adds a taskbar button that shares the active app directly with Copilot to analyze and summarize what is on screen. A “Click To Do” gesture also offers instant translations when text in another language is detected. Why it matters: This reduces friction to use Copilot in the f

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星期二

  1. TLDR AI

    AI 原生办公套件:AI 如何替你完成工作

    Andreessen Horowitz 测试了一批面向常见商业任务的智能体 AI 工具,发现通用工具更灵活,而 Gamma 等演示文稿工具和 Serif 等邮件工具能为对外工作提供质量更高、更完善的成果。企业应根据具体任务,在通用平台与专业智能体之间进行选择。

    nd welcome to TL;DR AI . Each week, I sort through the noise to bring you a curated digest of important AI developments and practical advice for business leaders. In this edition: Microsoft signals the shift toward collaborative, team-based AI in the workplace HR Tech and Adobe highlight orchestration platforms that scale automation across functions Personal AI assistants evolve into full workflow partners for individuals and enterprises The AI-Native Office Suite: How AI Can Do Work For You Sum

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星期二

  1. TLDR AI

    Google Gemini 提升日常工作效率

    Google Workspace 为 Gemini 增加会议摘要、文档起草和数据洞察功能,帮助团队减少日常事务性工作。简报还介绍了 Salesforce 用 AI 智能体处理一半客户互动并缩减约 4,000 个客服岗位,以及 Capgemini 关于六成组织预计未来 12 个月内将 AI 作为团队成员的调查结果。

    led to a 17% reduction in support costs since early 2025. Benioff stated the company is now reviewing every function for similar automation opportunities, echoing similar moves by Microsoft and Klarna. Why it matters: This is one of the clearest signals yet of AI-driven job displacement at a major enterprise, validating the shift from AI as a productivity tool to an outright workforce replacement for specific operational functions. Source: SHRM Summary: Microsoft has partnered with the US Genera

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星期四

  1. SemiAnalysis精选

    Amazon AI 复苏:AWS 与 Anthropic 扩建多吉瓦级 Trainium 基础设施

    AWS 正为 Anthropic 扩建多吉瓦级 AI 训练基础设施,三个接近完工的园区合计拥有逾 1.3GW IT 容量,最大园区将部署近百万颗 Trainium2。Trainium2 的多项性能落后于 NVIDIA 系统,但在单位内存带宽总拥有成本上具有优势,契合 Anthropic 侧重强化学习和训练后扩展的路线。Anthropic 还深度参与 Trainium 的系统设计,同时继续使用 Google TPU 和 NVIDIA GPU。

    he Amazon empire, generating 60% of group profits, and dominating the lucrative Cloud Computing market. But it struggles to translate this strength into the new GPU/XPU Cloud era. Microsoft Azure now leads the market on quarterly new cloud revenue, and the gap between Google Cloud and AWS has materially narrowed especially with Google's big moves on the TPU that we've been posting about for over a month. Markets have noticed. Year-to-date, Amazon is the clear laggard among the four tech-and-AI t

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星期六

  1. Johann Rehberger / Embrace The Red

    AgentHopper:一种可跨编码智能体传播的 AI 病毒概念验证

    安全研究者 Johann Rehberger 发布 AgentHopper 概念验证,用一个通用提示注入载荷在多个编码智能体间自我传播。载荷先感染开发者智能体,再扫描 Git 仓库注入指令并推送回 GitHub,其他开发者拉取被感染代码后触发注入,形成循环传播。攻击路径涉及 GitHub Copilot、Amp Code、Amazon Q Developer 和 AWS Kiro,相关漏洞均已由厂商修复。作者建议为 SSH 和签名密钥设置口令、启用分支保护并遵循最小权限原则。

    l for each repo. What are Conditional Prompt Injections? I first described the idea of conditional instructions for prompt injection exploit development a bit over a year ago with Microsoft Copilot, where we sent phishing emails that targeted different users with different attack payloads. The idea is that we leverage information from the system prompt (like a user’s name, job title) to branch off with conditional instructions targeted specifically for that individual. AgentHopper works similarl

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星期五

  1. Microsoft AI Blog精选

    微软 AI 发布 MAI-Voice-1 语音模型并公开测试 MAI-1-preview

    微软 AI 发布首个高表现力语音生成模型 MAI-Voice-1,已在 Copilot Daily 和 Podcasts 中上线,并在 Copilot Labs 提供体验;该模型可在单张 GPU 上不到一秒生成一分钟音频。同时,微软 AI 首个端到端训练的基础模型 MAI-1-preview 已在 LMArena 开启公开测试,这是一个在约 15,000 块 NVIDIA H100 GPU 上完成预训练和后训练的 MoE 模型,未来数周将逐步用于 Copilot 的部分文本场景。

    LI; X; FB At Microsoft AI (MAI) we believe AI should be used to empower every person on the planet. We are creating AI for everyone, a supportive, helpful presence always in the service of humanity. It will be the gateway to a universe of knowledge and a set of capabilities that enable people and organizations to achieve more. Responsible, reliable, filled with personality and expertise, we are focused on creating applied AI as a platform for category defining and deeply trusted products that un

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星期三

  1. Johann Rehberger / Embrace The Red

    Cline 被曝可通过 Markdown 图片外泄数据,作者给出防护建议

    安全研究者 Johann Rehberger 披露 AI 编码智能体 Cline 存在数据外泄漏洞:聊天框会渲染来自不可信域名的 Markdown 图片,攻击者可在提示注入攻击中读取 .env 等敏感文件并把内容拼进图片 URL,且无需人工批准即可外泄。该问题于 2025 年 5 月 29 日报告给 Cline 项目,90 多天后仍未修复,作者因此公开披露。缓解建议包括不渲染不可信域名的 Markdown 图片、默认关闭 Auto-approve,并建议 Cline 投入资源做安全工程。

    ation during a prompt injection attack by reading sensitive data (e.g. .env file) and appending its contents to the URL of an image. This issue is similar to an issue found in the Microsoft Copilot Chat application last year and that Microsoft promptly fixed. This one in Cline is quite severe as it allows exfiltration of sensitive files on the machine (e.g. .env file) without human approval. Prompt Injection To Image Rendering An image says more than a thousand words, so hopefully for the busy r

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星期四

  1. Johann Rehberger / Embrace The Red

    Windsurf Cascade 被提示注入泄露开发者密钥

    安全研究者 Johann Rehberger 披露 Windsurf Cascade 存在两条提示注入漏洞,可在开发者分析文件时把 .env 等敏感信息外泄到第三方服务器。第一条利用无需用户批准的 read_url_content 工具,第二条通过渲染不受信任域名的图片触发,均无需人工确认。作者于 2025 年 5 月 30 日负责任披露,Windsurf 确认收到后未再回复,后表示将着手修复但未给出时间表。

    file, all without requiring user approval Attack Vector 2: Image Rendering The second attack vector is quite similar to a vulnerability I found in GitHub Copilot last year, which Microsoft has since fixed. You can read up details here. Image rendering from untrusted domains is actually one of the most common AI application security vulnerabilities to be aware of. We have seen dozens of examples of this vulnerability over the last two+ years. Exploit Demonstration As we have shown with many simi

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星期三

  1. Browser Use

    Browser Use 弃用 Playwright,转向原生 CDP 实现更快浏览器自动化

    Browser Use 宣布彻底弃用 playwright-python,改用 Chromium 原生 CDP 协议驱动浏览器,大幅提升了元素提取、截图和默认操作的速度,并新增异步反应能力和跨源 iframe 支持。团队称 Playwright 经 node.js websocket 服务器带来第二次网络跳转,在数千次 CDP 调用时产生明显延迟,而 AI 浏览器智能体的需求面比 Playwright 窄得多。

    Einbinder (DevTools/Puppeteer team) popularizes modern testing with Puppeteer Multi-Browser Standardization Era 2019–early 2020 — Several core Puppeteer engineers leave Google for Microsoft and start Playwright (cross-browser automation/test framework) 🎭 (oooo drama); Jan 31, 2020 — Playwright 0.x public release; May 6, 2020 — Playwright 1.0 ships; Sep–Oct 2020 → — Multi-language support begins (e.g., Playwright for Python announced Sep 30, 2020); 2023 — ChromeDriver adds WebDriver BiDi support

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  2. Johann Rehberger / Embrace The Red

    Amazon Q Developer 被提示注入实现远程代码执行

    安全研究者 Johann Rehberger 披露 Amazon Q Developer VS Code 扩展存在间接提示注入漏洞,攻击者可通过源码注释等不可信数据劫持 AI,在开发者未确认的情况下执行任意命令。漏洞根因是 executeBash 工具把 find 归入 readonly 类别从而绕过人工确认,而 find 的 -exec 参数可执行任意系统命令;作者还演示了绕过 Claude 4 拒绝机制、从远程服务器下载并执行命令乃至 Sliver 恶意软件加入 C2 的完整链路。该漏洞于 2025 年 7 月 4 日报告给 AWS,7 月 17 日在 v1.85 版本中静默修复,AWS 最终以该报告需先有系统入侵为由拒绝分配 CVE。

    or also the AI for that matter) to run arbitrary commands on the host without the developer’s consent. The resulting impact of the vulnerability is the same as CVE-2025-53773 that Microsoft fixed in GitHub Copilot, however AWS did not issue a CVE when patching the vulnerabiliy. Let’s explore this in detail. As usual, the first step for me was to dump the system prompt. The Amazon Q VS Code extension has a set of tools defined, including reading files, writing files, and executeBash to run comman

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星期二

  1. TLDR AI

    麦肯锡:仅 1% 的企业达到 AI 成熟阶段

    麦肯锡研究显示,尽管 92% 的企业计划未来三年增加 AI 投资,但仅 1% 的企业领导者认为其组织的 AI 部署已达到成熟阶段。员工广泛使用 AI 的可能性是领导者认知的三倍,已有 13% 的员工将 AI 用于超过 30% 的日常任务。

    critical leadership gap where employees are ready for AI transformation but executives underestimate current usage and overestimate barriers to adoption. Source: McKinsey Summary: Microsoft announced that Lumen reduced sales preparation time from four hours to 15 minutes per seller using AI-powered sales interaction summaries and business intelligence. The company projects annual time savings worth $50 million, while BOQ Group reports 70% of employees save 30-60 minutes daily using Microsoft 365

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星期日

  1. Johann Rehberger / Embrace The Red

    Amp Code 图像渲染数据外泄漏洞已修复

    Johann Rehberger 披露 Sourcegraph 的 Amp Code 存在通过 markdown 图像渲染实施数据外泄的漏洞,攻击者可用提示注入让 AI 智能体把聊天上下文中的敏感信息作为查询参数发往第三方服务器,形成无需人工介入的 0-click 外泄。该攻击还能先通过文件读取把敏感信息拉入上下文,并用特定方式调用 grep 工具绕过模型拒绝;作者于 2025 年 6 月 14 日联系 Sourcegraph 后漏洞已修复,建议运行最新版本。

    ng to exfiltrate sensitive information. This vulnerability is common in AI applications and agents, and it’s actually similar to one we discussed last year in GitHub Copilot which Microsoft fixed. Exploit Demonstration For the proof-of-concept I use a pre-existing demo that created a longer time ago. It happened to just work with Amp as well. The prompt injection is hosted on a website which asks the AI to “backup” information to a third-party site by rendering an image and including previous ch

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