Berryxia.AI@berryxia · 6月12日60

Agent 几件套是必不可少的就是“记忆层”！ Grok 终于 可以记住你了！ Grok终于能记住你了，而且你还能随时翻出来看、改、删，这才是真正把AI从“每次聊天都重头来过”的工具，变成了陪你一起成长的伙伴。 以前每次打开Grok都得重新解释你的项目、偏好、目标，聊着聊着上下文就断了。现在它会主动把有用的细节留下来，下次直接接上，继续帮你推进。 更狠的是你完全掌控：想让它忘掉什么就删，觉得哪里不对就编辑，透明到不能再透明。隐私和个性化同时拉满。 如何开启？ 打开Grok -设置按钮- 选择 记忆 - 然后开启记忆按钮。 可以查看记忆，编辑记忆等。

译Grok 推出“记忆”层，能记录用户之前的对话细节（项目、偏好、目标等），避免每次聊天从头开始。用户完全掌控：可查看 Grok 记住了什么、随时编辑或删除不需要的记忆。启用方式：打开 Grok 设置 → 记忆 → 开启。该功能旨在让 AI 越来越了解用户，提供更个性化的辅助体验。

xAI@xai · 6月11日73

The Grok Build Plugin Marketplace is now in beta. Build with MongoDB, Vercel, Sentry, Cloudflare, and Chrome DevTools plugins from your terminal. Read more https://x.ai/news/grok-plugin-marketplace

译Grok Build 插件市场现已进入 Beta 测试阶段。 从终端使用 MongoDB、Vercel、Sentry、Cloudflare 和 Chrome DevTools 插件进行构建。 了解更多 https://x.ai/news/grok-plugin-marketplace

OpenRouter@OpenRouter · 6月11日77

Use our Benchmarks explorer to plot Pareto curves for 10 different benchmarks More coming soon! https://openrouter.ai/rankings#benchmarks

译使用我们的基准探索器，为10个不同基准绘制帕累托曲线。 更多功能即将推出！https://openrouter.ai/rankings#benchmarks

Google Gemini@GeminiApp · 6月11日65

Notebooks in Gemini are now available in the European Economic Area, United Kingdom, and Switzerland. With notebooks, you can organize your projects in a dedicated, focused space that remembers your sources, instructions, and chats. Create your own notebook at http://gemini.google or in the app today!

译Gemini 的 Notebooks 功能现已面向欧洲经济区、英国和瑞士用户开放。Notebooks 提供一个独立专注的空间，可记忆用户的来源、指令和聊天记录，用于组织项目。用户可通过 gemini.google 或应用创建自己的 notebook。该功能旨在将用户常聊的话题归入独立空间，帮助保持条理。

Krea@krea_ai · 6月11日73

introducing Generative Sliders. now you can control the intensity, complexity, and movement of any image you generate with Krea 2. what new controls would you like to see? 👇

译推出生成式滑块。 现在您可以控制使用 Krea 2 生成的任何图像的强度、复杂度和运动。 你希望看到哪些新控制？👇

Rohan Paul@rohanpaul_ai · 6月11日52

The cold open in this Parloa video is every dev’s API stress list. docs, middleware, auth, error handling, retries, data mapping.... There has to be a better way. Parloa just launched Agent Skills, an MCP-based layer to replace brittle API glue with self-healing agent workflows. Their success numbers: first integration a day, the second an hour, every use case after that is config — and a top-10 travel co cut average handle time by over a minute.

译Parloa 发布 Agent Skills，基于 Model Context Protocol (MCP) 构建，旨在替代脆弱的 API 胶水代码。业务团队可在 AI Agent 管理平台 (AMP) 上零代码配置完整集成链，集成时间从 4-8 周缩短至数小时。关键特性包括：工具调用逻辑一致且能自愈、可定义成功条件追踪真实结果、执行链可审计可重试。早期数据：平均处理时间减少 67 秒，通话转接中客户沟通提升 39%，多工具路由可靠性提高 20%。首个集成一天完成，第二个仅一小时，后续用例只需配置。一家 Top-10 旅游公司平均处理时长缩短超一分钟。

ClaudeDevs@ClaudeDevs · 6月11日64

We've just added two new Claude Managed Agents features: 1. Scheduled deployments - run tasks on a schedule 2. Environment variables - expose vault credentials for CLIs as environment variables

译我们刚刚为 Claude Managed Agents 新增了两个功能： 1. 定时部署 - 按计划运行任务 2. 环境变量 - 将保险库凭据以环境变量的形式暴露给 CLI

Elon Musk@elonmusk · 6月11日62

Grok

译xAI 的 Grok 推出记忆（Memory）功能。Grok 可记住用户之前对话中的有用细节，以提供更好的上下文和更个性化的帮助。用户能查看 Grok 记住了什么、随时编辑或删除不想要的记忆，从而改善未来对话的上下文。这使 Grok 能逐步构建对用户目标、兴趣、项目和偏好的深入理解，避免每次对话都从零开始，体验越用越好。

Rohan Paul@rohanpaul_ai · 6月11日60

Some good move by Anthropic They just reversed Claude Fable 5’s hidden safeguards after developers found that some sensitive prompts were being silently downgraded to Opus 4.8 instead of being clearly refused. Now those prompts will visibly fall back to Opus 4.8 after backlash. The problem was that researchers, developers, and evaluators could send a normal technical prompt and receive a degraded answer without knowing whether Fable 5 had answered badly or whether Anthropic had quietly weakened the response. That breaks trust because users need to know whether they are testing the real model, a restricted version of the model, or a fallback system. A fallback model is the safety handoff: when a classifier flags a prompt about frontier LLM work, cyber, or bio, the system routes it to Opus 4.8 rather than letting Fable 5 respond directly. Anthropic says hidden safeguards shipped faster and produced fewer mistaken blocks, but it now admits that users should see when safety systems change the model behavior. But now, the cost of this visible guardrails is more false positives, because visible filters are easier to test, jailbreak, and tune around, so Anthropic has to make the classifiers stricter while it improves them. ---- For this whole safeguard, for Anthropic, the main trigger was distillation, where a smaller model is trained on outputs from a stronger model, which Anthropic saw as risky because competitors to Anthropic, could use Fable 5 to improve competing AI models.

译Anthropic近期调整了Claude Fable 5的安全机制。此前开发者发现，部分敏感提示被静默降级为Opus 4.8而非明确拒绝。现在，涉及前沿LLM开发、网络安全、生物安全的请求将可见地回退到Opus 4.8，API会返回拒绝原因。隐藏措施虽上线快、误报少，但损害用户知情权。可见措施更易被探测和绕过，短期误报增多，Anthropic将同步调优分类器。该调整主要为了防止竞争对手通过Fable 5输出训练小模型的知识蒸馏风险。

🚨 AI News | TestingCatalog@testingcatalog · 6月11日59

Anthropic is making changes to the way how Fable 5 responds to prompts related to “frontier LLM development” after community backlash. These requests will be transparently routed to Claude Opus 4.8.

译Anthropic 在社区反对后调整 Fable 5 对“前沿 LLM 开发”相关提示的回应方式。本周起，被标记的请求会透明地回退至 Claude Opus 4.8，与网络安全、生物安全措施一致；API 被标记请求将返回拒绝原因。Anthropic 承认此前采用隐形安全措施是错误权衡，改为可见措施后可能增加误报，同时正在优化分类器以减少对无害请求的错误触发。用户可通过 /feedback、点赞或申诉表单报告误判。

Alibaba Cloud@alibaba_cloud · 6月11日65

Big news! 🚀 Qwen is now live on Eden AI, one of Europe’s leading AI gateways, trusted by more than 200,000 developers. Enterprises can now access Qwen’s powerful open-weight models for reasoning, coding, and AI applications through Eden AI’s unified API, making it easier to build multi-model workflows while avoiding vendor lock-in. To celebrate the launch, enjoy 35% OFF all Qwen models. If you are attending VivaTech Alibaba Cloud AInnovation Summit at Hall 7.3 Workshop A next week, stay tuned for a special meet-up with Eden AI CEO Taha Zemmouri and Eden AI CPTO Samy Melaine. 🔗 Start building today: https://app.edenai.run/playground #AlibabaCloud #Qwen #EdenAI #VivaTech2026 #GenerativeAI #Developers #CloudComputing

译阿里云宣布 Qwen 模型正式登陆欧洲领先 AI 网关 Eden AI，该平台拥有超过 20 万开发者。企业可通过 Eden AI 统一 API 调用 Qwen 开源权重模型，用于推理、编码和 AI 应用，支持多模型工作流并避免供应商锁定。为庆祝上线，所有 Qwen 模型享受 35% 折扣。下周 VivaTech 2026 大会上，Eden AI CEO 与 CPTO 将参与阿里云 AI 创新峰会活动。

Alibaba Cloud@alibaba_cloud · 6月11日65

Big news! 🚀 Qwen is now live on #Eden AI, one of Europe’s leading AI gateways, trusted by more than 200,000 developers. Enterprises can now access Qwen’s powerful open-weight models for reasoning, coding, and AI applications through Eden AI’s unified API, making it easier to build multi-model workflows while avoiding vendor lock-in. To celebrate the launch, enjoy 35% OFF all Qwen models. If you are attending VivaTech Alibaba Cloud AInnovation Summit at Hall 7.3 Workshop A next week, stay tuned for a special meet-up with Eden AI CEO Taha Zemmouri and Eden AI CPTO Samy Melaine. 🔗 Start building today: https://app.edenai.run/playground #AlibabaCloud #Qwen #EdenAI #VivaTech2026 #GenerativeAI #Developers #CloudComputing

译阿里云宣布Qwen模型上线欧洲AI网关Eden AI。Eden AI拥有超20万开发者，企业可通过其统一API访问Qwen开放权重模型（用于推理、编程和AI应用），构建多模型工作流并避免供应商锁定。庆祝上线期间，所有Qwen模型享35%折扣。下周VivaTech阿里云AI创新峰会（7.3区Workshop A）将举办特别见面会，Eden AI CEO与CPTO出席。

ginobefun@hongming731 · 6月11日44

距离世界杯开幕战还有不到12小时了！ BestBlogs 的两位球迷站长为了节约自己的时间，专门制作了世界杯特刊：https://www.bestblogs.dev/worldcup 想要在看球之前全面了解信息？想在睡醒以后为办公司闲聊快速了解情况？BestBlog继续帮你发现真正适合你的高质量内容。 One more Thing: 我们还做了一个 「普神」 Agent来预测每场比赛的胜负，想让观赛更有代入感，也欢迎你来做出自己的选择。

译距离世界杯开幕战不到 12 小时，BestBlogs 的两位站长制作了世界杯特刊（https://www.bestblogs.dev/worldcup），方便球迷在看球前快速了解信息、赛后闲聊。此外还做了一个「普神」Agent 来预测每场比赛胜负，用户也可参与选择。

Alibaba Cloud@alibaba_cloud · 6月11日47

Ecommerce data is everywhere — Shopify, Amazon, Alibaba Express, Instagram, and Reddit. 🛍️ With Quick BI @quick68554 Smart Q Skill Package, teams can ask questions naturally, detect risks earlier, and turn data into faster business decisions. Blog: https://int.alibabacloud.com/m/1000414338/ Quick BI: https://int.alibabacloud.com/m/1000407094/ #QuickBI #SmartQ #EcommerceAnalytics #AIAnalytics #DataDriven

译电商数据无处不在——Shopify、Amazon、Alibaba Express、Instagram、Reddit。🛍️ 借助Quick BI @quick68554 Smart Q Skill Package，团队可以自然提问、更早发现风险，并将数据转化为更快的业务决策。 博客：https://int.alibabacloud.com/m/1000414338/ Quick BI：https://int.alibabacloud.com/m/1000407094/ #QuickBI #SmartQ #EcommerceAnalytics #AIAnalytics #DataDriven

ClaudeDevs@ClaudeDevs · 6月11日51

We’re rolling out changes to make Fable 5’s safeguards for frontier LLM development visible. Starting this week, flagged requests will visibly fall back to Opus 4.8—the same as our safeguards for cyber and bio. You will see this every time it happens. On the API, any flagged requests will return a reason for their refusal (coming to server-side fallback in the next few days). We wanted to deploy Fable 5 to our users quickly and safely. Visible safeguards can be probed, so they have to be robust, which takes time to get right. Invisible safeguards can be targeted more narrowly, allowing us to ship quickly with very few false positives. We went with invisible safeguards for this reason—and that was the wrong tradeoff. You should have visibility into the safeguards we have in place, and why. We’re sorry for not getting the balance right. Making the safeguards visible makes them easier to work around, so keeping them robust to jailbreaks will unfortunately mean more false positives while we improve the classifiers. We're also tuning our bio and cyber classifiers to trigger less often on harmless requests. We know this is frustrating and we’ll do our best to keep this period as short as possible. If you think a request has been mistakenly flagged: run /feedback in Claude Code, click thumbs-down on the fallback in http://Claude.ai or Cowork, or file the safeguard appeal form for API requests. Your reports help us tune these classifiers and we appreciate your feedback. https://support.claude.com/en/articles/8241253-safeguards-warnings-and-appeals

译Claude Devs 宣布本周起变更 Fable 5 的安全措施：被标记的请求将可见地回退至 Opus 4.8（与网络、生物安全一致），API 同时返回拒绝理由。此前采用的不可见措施虽能快速部署且误报极少，却让用户无法了解触发原因。可见措施易被破解，需要更多误报以保持鲁棒性；团队正同步调优生物/网络分类器以减少对无害请求的误报。用户可通过 `/feedback`、thumbs-down 或 appeal 表单反馈误判。

Alibaba Cloud@alibaba_cloud · 6月11日44

Ecommerce data is everywhere — Shopify, Amazon, Alibaba Express, Instagram, and Reddit. 🛍️ With Quick BI Smart Q Skill Package, teams can ask questions naturally, detect risks earlier, and turn data into faster business decisions. Blog: https://int.alibabacloud.com/m/1000414338/ Quick BI: https://int.alibabacloud.com/m/1000407094/ #QuickBI #SmartQ #EcommerceAnalytics #AIAnalytics #DataDriven

译电商数据无处不在——Shopify、Amazon、Alibaba Express、Instagram 和 Reddit。🛍️ 借助 Quick BI Smart Q Skill Package，团队可以自然提问、更早发现风险，并将数据转化为更快的业务决策。 Blog: https://int.alibabacloud.com/m/1000414338/ Quick BI: https://int.alibabacloud.com/m/1000407094/ #QuickBI #SmartQ #EcommerceAnalytics #AIAnalytics #DataDriven

Elon Musk@elonmusk · 6月11日32

Video made with Grok Imagine

译《巴比伦蜜蜂》用AI模拟了AOC被迫学习经济学的情景，该视频由Grok制作。

Tibo@thsottiaux · 6月11日53

Simplify until there is nothing to simplify

译OpenAI 更新 ChatGPT 模型选择器，简化选项并移除使用率不到 1% 的 thinking-light。新选项包括：Instant、Medium（Thinking-Standard）、High（Thinking-Extended）、Extra High（Thinking-Heavy，仅限 Pro 用户），以及 Pro 用户可选的 Pro-Standard 或 Pro-Extended。更新旨在让用户更轻松地选择速度与推理深度之间的平衡，同时根据社区反馈确保 thinking-heavy 和 Pro 选项易于访问。该更新已今天开始推送。

SemiAnalysis@SemiAnalysis_ · 6月11日28

SLOP ALERT: Claude Code UI is complete slop. In the in-app file tree, when u click on a .png, it opens it as a base64-encoded file instead of rendering the image. We’d rather Anthropic not release the desktop app than release an L desktop App. Tons of bugs.

译SLOP ALERT: Claude Code UI 完全是垃圾。在应用内的文件树中，当你点击一个 .png 文件时，它将其作为 base64 编码的文件打开，而不是渲染图片。我们宁愿 Anthropic 不要发布这个桌面应用，也不要发布一个垃圾桌面应用。大量 bug。

meng shao@shao__meng · 6月11日75

14天、5个人、Vibe Coding => MiMoCode ?! 国产 Coding Agent +1，基于 OpenCode fork 二次开发，保留其核心能力，并在其上叠加了记忆、上下文管理、子智能体编排、Goal 驱动自主循环、Compose 工作流，以及 Dream/Distill 自我进化机制。技术栈为 TypeScript + Bun。 和 MiMo 模型的关系：内置 MiMo Auto 限时免费通道（零配置），也支持小米 MiMo 平台 OAuth、Claude Code 认证迁移，以及任意 OpenAI 兼容 API。它是 MiMo-V2.5 系列模型在 Agent 场景下的 官方配套 Harness，模型能力与框架深度耦合。 https://github.com/XiaomiMiMo/MiMo-Code

译小米发布MiMo Code，一款基于OpenCode fork开发的Coding Agent。由5人团队在14天内通过Vibe Coding完成，保留OpenCode核心能力，叠加记忆、上下文管理、子智能体编排、Goal驱动自主循环、Compose工作流及Dream/Distill自我进化机制，技术栈为TypeScript+Bun。内置MiMo Auto限时免费通道（零配置），支持小米MiMo平台OAuth、Claude Code认证迁移及任意OpenAI兼容API。作为MiMo-V2.5系列模型的官方配套Harness，模型能力与框架深度耦合。已开源至GitHub。

Berryxia.AI@berryxia · 6月11日76

Prince Canuma直接把Google刚发布的DiffusionGemma和Cohere North Mini Code当天塞进Mac本地MLX，零等待直接把玩咯！ mlx-vlm v0.6.3刚上线，DiffusionGemma这个新架构直接生成256 token整块、双向注意力+迭代自纠错，26B MoE只激活3.8B，量化后18GB就能跑。 North Mini Code 30B MoE也只要3B active，BF16下66 tok/s起步。 全靠和Google DeepMind、Cohere的深度合作，Day-0支持拉满！ 一键安装即可体验啊~ 地址：https://huggingface.co/collections/mlx-community/diffusiongemma

译mlx-vlm v0.6.3 上线，首发支持 DiffusionGemma 和 North Mini Code 1.0。DiffusionGemma 采用全新架构：以 256 token 块为单位并行生成、双向注意力、迭代自纠错；26B MoE 仅激活 3.8B，量化后 18GB 即可运行。North Mini Code 1.0 为 30B MoE，仅激活 3B，BF16 下约 66 tok/s。两款模型均通过深度合作实现 Day-0 MLX 支持，可在 Mac 本地运行。可通过 `uv pip install -U mlx-vlm` 安装体验。

Berryxia.AI@berryxia · 6月11日68

最近把小米的MiMo 2.5 的模型接到Bloome 中当Agent 来使用！ 发现把技能配置好，自主执行任务也是不错的！关键是真的便宜啊！ 这不又来整活儿了？ 他们把MiMo-Code直接开源，这终端原生AI coding助手带跨会话永久记忆和自主子代理，一上线就把“每次重启项目AI都失忆”的老毛病彻底治好了。 它fork了OpenCode，多了SQLite持久记忆、build/plan/compose三类子代理、自动checkpoint、智能上下文预算，还有/dream自我提炼知识、/distill打包技能的进化机制。 扔进去一个长期项目，它下次打开直接接上上次的进度，Git操作、调试、TDD、代码审查全自动，语音输入还能直接说需求，零配置支持任何OpenAI兼容模型。 以前大家以为coding agent的瓶颈是模型大小或者云端算力，结果MiMo-Code用最朴实的终端+记忆+自治，直接告诉你真正拉开差距的，是让AI像老搭档一样“记得住、自己长”。 一键curl安装，MIT协议，谁都能本地玩、随便改，这波一出，开发者终于能把AI coding从“临时工具”变成“长期伙伴”了。 今天测试看看写点小程序，看看究竟怎么回事？

译小米将MiMo 2.5模型接入Bloome后开源了MiMo-Code。它fork自OpenCode，新增SQLite持久记忆（跨会话）、build/plan/compose三类自主子代理、自动checkpoint、智能上下文预算，以及/dream自我提炼知识和/distill打包技能机制。支持语音输入和零配置任意OpenAI兼容模型，一键curl安装，MIT协议。引用推文称该项目由5人在14天内完成。

Orange AI@oran_ge · 6月11日72

非常厉害，但感觉很贵的样子

译Google 推出 Gemini 3.5 Live Translate，支持 70 多种语言边听边译，保留说话人语调、节奏和音高，延迟仅几秒，自动降噪。Google Translate App 新增听筒模式，开发者可通过 API 调用，支持自动语言检测。

Xiaomi MiMo@XiaomiMiMo · 6月11日76

🚀 MiMo Code V0.1 is now live and open-source！ More than an AI coding assistant in your terminal — it's the smartest coding partner you'll ever work with. Comes with MiMo V2.5, a multimodal model available free for a limited time, featuring a million-token context window—ready to use out of the box. ♾️ Infinite Context: Knowledge accumulates automatically, and with lossless compression, even million-line projects keep every critical detail intact—quality never drops. 🧠 Agent-Model Synergy: An Agent framework deeply optimized for MiMo, with a full closed loop of testing, review, and validation—so complex tasks get done in one pass. 📝 Compose Mode: Specs → Plans → Build → Report. Design first, code second—clear thinking, no rework. 🔄 Self-Evolving System: Every session is automatically reviewed, distilling experience and best practices—the more you use it, the smarter it gets. 🎙️ Voice Input: Powered by MiMo-V2.5-ASR — just speak instead of type, and your voice becomes the prompt for truly hands-free coding. 🔌 Claude Code Compatible: Automatically loads your existing skills, MCP servers and commands, and reuses your API configuration—zero-cost migration, no setup required. 🌐 Open & Flexible: MIT licensed, with support for leading model providers including Anthropic, OpenAI, DeepSeek, Kimi, GLM and more. Install in one line: Mac & Linux curl -fsSL https://mimo.xiaomi.com/install | bash (For the best experience，we recommand Mac user use it on iTerm or vscode terminal) Windows npm install -g @mimo-ai/cli 🔗 Learn more Website ↓ https://mimo.xiaomi.com/mimocode Blog ↓ https://mimo.xiaomi.com/zh/blog/mimo-code-long-horizon GitHub ↓ https://github.com/XiaomiMiMo/MiMo-Code

译小米 MiMo 正式开源 AI 编程助手 MiMo Code V0.1，搭载多模态模型 MiMo V2.5（限时免费），拥有百万 token 上下文窗口。核心功能包括：无限上下文与无损压缩、Agent 框架（测试/审查/验证闭环）、Compose 模式（设计先行）、自进化系统、语音输入（基于 MiMo-V2.5-ASR）。兼容 Claude Code，自动加载现有技能、MCP 服务器和命令，零成本迁移。采用 MIT 许可，支持 Anthropic、OpenAI、DeepSeek、Kimi、GLM 等模型提供商。可通过一行命令安装。

MiniMax (official)@MiniMax_AI · 6月11日75

M3 on-chain with @0G_labs . verifiable + private compute, and it's free to run June 15–18

译M3 在 @0G_labs 上链。 可验证 + 私有计算，6 月 15–18 日免费运行。

Xiaomi MiMo@XiaomiMiMo · 6月11日79

🚀 MiMo Code V0.1 is now live and open-source！ More than an AI coding assistant in your terminal — it's the smartest coding partner you'll ever work with. Comes with MiMo V2.5, a multimodal model available free for a limited time, featuring a million-token context window—ready to use out of the box. ♾️ Infinite Context: Knowledge accumulates automatically, and with lossless compression, even million-line projects keep every critical detail intact—quality never drops. 🧠 Agent-Model Synergy: An Agent framework deeply optimized for MiMo, with a full closed loop of testing, review, and validation—so complex tasks get done in one pass. 📝 Compose Mode: Specs → Plans → Build → Report. Design first, code second—clear thinking, no rework. 🔄 Self-Evolving System: Every session is automatically reviewed, distilling experience and best practices—the more you use it, the smarter it gets. 🎙️ Voice Input: Powered by MiMo-V2.5-ASR — just speak instead of type, and your voice becomes the prompt for truly hands-free coding. 🔌 Claude Code Compatible: Automatically loads your existing skills, MCP servers and commands, and reuses your API configuration—zero-cost migration, no setup required. 🌐 Open & Flexible: MIT licensed, with support for leading model providers including Anthropic, OpenAI, DeepSeek, Kimi, GLM and more. Install in one line: Mac & Linux curl -fsSL https://code.xiaomimimo.com/install | bash (For the best experience，we recommand Mac user use it on iTerm or vscode terminal) Windows npm install -g @mimo-ai/cli 🔗 Learn more Website ↓ http://mimo.xiaomi.com/mimocode Blog ↓ http://mimo.xiaomi.com/zh/blog/mimo-c… GitHub ↓ http://github.com/XiaomiMiMo/MiM…

译小米 MiMo 发布并开源 MiMo Code V0.1，一款终端 AI 编程助手。它附带多模态模型 MiMo V2.5（限时免费），支持百万 token 上下文窗口。核心特性包括：无限上下文（无损压缩，百万行项目质量不降）、深度优化的 Agent 框架（测试/审查/验证闭环）、Compose 模式（规格→计划→构建→报告）、自动学习每轮会话经验的自我进化系统、MiMo-V2.5-ASR 语音输入、与 Claude Code 兼容（可复用现有 skills/MCP/API 配置）、MIT 许可，并支持 Anthropic、OpenAI、DeepSeek、Kimi、GLM 等模型提供商。一键安装（Mac/Linux 用 curl，Windows 用 npm install）。

🚨 AI News | TestingCatalog@testingcatalog · 6月11日42

GOOGLE 🔥: NotebookLM will soon support textbooks as a source! Google Play Books and Text Books, all there. h/t @thomas_gmry

译GOOGLE 🔥: NotebookLM 将很快支持教科书作为来源！ Google Play Books 和教科书，全部支持。 鸣谢 @thomas_gmry

Xiaomi MiMo@XiaomiMiMo · 6月11日78

🚀 MiMo Code V0.1 is now live and open-source！ More than an AI coding assistant in your terminal — it's the smartest coding partner you'll ever work with. Comes with MiMo V2.5, a multimodal model available free for a limited time, featuring a million-token context window—ready to use out of the box. ♾️ Infinite Context: Knowledge accumulates automatically, and with lossless compression, even million-line projects keep every critical detail intact—quality never drops. 🧠 Agent-Model Synergy: An Agent framework deeply optimized for MiMo, with a full closed loop of testing, review, and validation—so complex tasks get done in one pass. 📝 Compose Mode: Specs → Plans → Build → Report. Design first, code second—clear thinking, no rework. 🔄 Self-Evolving System: Every session is automatically reviewed, distilling experience and best practices—the more you use it, the smarter it gets. 🎙️ Voice Input: Powered by MiMo-V2.5-ASR — just speak instead of type, and your voice becomes the prompt for truly hands-free coding. 🔌 Claude Code Compatible: Automatically loads your existing skills, MCP servers and commands, and reuses your API configuration—zero-cost migration, no setup required. 🌐 Open & Flexible: MIT licensed, with support for leading model providers including Anthropic, OpenAI, DeepSeek, Kimi, GLM and more. Install in one line: Mac & Linux curl -fsSL https://code.xiaomimimo.com/install | bash (For the best experience，we recommand Mac user use it on iTerm or vscode terminal) Windows npm install -g @mimo-ai/cli 🔗 Learn more Website ↓ http://mimo.xiaomi.com/mimocode Blog ↓ http://mimo.xiaomi.com/zh/blog/mimo-c… GitHub ↓ http://github.com/XiaomiMiMo/MiM…

译小米MiMo开源终端AI编码助手MiMo Code V0.1，内置MiMo V2.5多模态模型（百万token上下文窗口，限时免费）。特性包括：无限上下文（无损压缩保留百万行细节）、智能体-模型协同闭环、Compose模式（规格→规划→构建→报告）、自我进化系统、语音输入（基于MiMo-V2.5-ASR）。兼容Claude Code，MIT许可，支持Anthropic、OpenAI、DeepSeek、Kimi、GLM等模型。安装：Mac/Linux执行`curl -fsSL https://code.xiaomimimo.com/install | bash`；Windows执行`npm install -g @mimo-ai/cli`。

Xiaomi MiMo@XiaomiMiMo · 6月11日79

🚀 MiMo Code V0.1 is now live and open-source！ More than an AI coding assistant in your terminal — it's the smartest coding partner you'll ever work with. Comes with MiMo V2.5, a multimodal model available free for a limited time, featuring a million-token context window—ready to use out of the box. ♾️ Infinite Context: Knowledge accumulates automatically, and with lossless compression, even million-line projects keep every critical detail intact—quality never drops. 🧠 Agent-Model Synergy: An Agent framework deeply optimized for MiMo, with a full closed loop of testing, review, and validation—so complex tasks get done in one pass. 📝 Compose Mode: Specs → Plans → Build → Report. Design first, code second—clear thinking, no rework. 🔄 Self-Evolving System: Every session is automatically reviewed, distilling experience and best practices—the more you use it, the smarter it gets. 🎙️ Voice Input: Powered by MiMo-V2.5-ASR — just speak instead of type, and your voice becomes the prompt for truly hands-free coding. 🔌 Claude Code Compatible: Automatically loads your existing skills, MCP servers and commands, and reuses your API configuration—zero-cost migration, no setup required. 🌐 Open & Flexible: MIT licensed, with support for leading model providers including Anthropic, OpenAI, DeepSeek, Kimi, GLM and more. Install in one line: Mac & Linux curl -fsSL https://code.xiaomimimo.com/install | bash (For the best experience，we recommand Mac user use it on iTerm or vscode terminal) Windows npm install -g @mimo-ai/cli 🔗 Learn more Website ↓ https://mimo.xiaomi.com/mimocode Blog ↓ https://mimo.xiaomi.com/zh/blog/mimo-code-long-horizon GitHub ↓ https://github.com/XiaomiMiMo/MiMo-Code

译小米推出开源终端 AI 编程助手 MiMo Code V0.1，附带限时免费使用的多模态模型 MiMo V2.5，支持百万 token 上下文窗口。核心特性包括：无限上下文（自动知识积累与无损压缩）、Agent-模型深度协同（测试-审查-验证闭环）、Compose 模式（规格→计划→构建→报告）、自进化系统、语音输入（基于 MiMo-V2.5-ASR）、兼容 Claude Code（零成本迁移），以及 MIT 许可、支持 Anthropic、OpenAI、DeepSeek、Kimi、GLM 等主流模型提供商。

Rohan Paul@rohanpaul_ai · 6月11日55

Nvidia released this video of its photonics co-packaged optics (CPO) switch with Lambda. The AI race is not only about stronger GPUs, but about wasting far less power while those GPUs talk to each other. With co-packaged optics (CPO), NVIDIA is putting the light-based communication parts much closer to the main networking chip, instead of placing them as separate plug-in modules at the edge of the switch. From NVIDIA's official blog on this "co-packaged optics (CPO) connects directly to the token economy. Network power is overhead: it keeps GPUs connected but doesn't generate tokens. Network failures are also overhead: they turn provisioned GPU capacity into idle capacity. CPO addresses both by reducing network power draw and removing a large class of pluggable optical components from the fabric. A 128,000-GPU data center using traditional pluggable transceivers requires roughly 655,000 discrete transceiver modules across the switching fabric. Each one is a potential failure point. CPO removes that component class entirely. Agentic workloads change the pressure on the network. A traditional inference request is relatively self-contained. An agentic request can involve planning, retrieval, tool use, multiple model calls, and follow-up reasoning. More data moving across the cluster. More points where network latency or failure affects the outcome. Multi-agentic inference needs elastic and resilient data movement, so GPUs are not waiting for data, while maintaining tokens per second and fast time to first token."

译NVIDIA 发布了与 Lambda 合作的共封装光学（CPO）交换机视频。CPO 将光通信部件移至主网络芯片附近，而非独立可插拔模块。官方博客指出，在 GB300 NVL72 规模下，CPO 通过降低网络功耗和消除大量可插拔光学组件来减少故障点，提升每瓦 token 数。一个 128,000 GPU 数据中心传统需约 655,000 个独立收发器，每个都是潜在故障点，CPO 完全移除该类组件。智能体工作负载需要弹性数据移动，CPO 可减少网络功耗和组件数量，避免 GPU 等待数据。

Perplexity@perplexity_ai · 6月11日68

Claude Fable 5 is now available in Computer as an orchestrator model. This is Anthropic's state-of-the-art model for long, complex tasks. Available only to Pro and Max subscribers in Computer.

译Claude Fable 5 现已在 Computer 中作为编排模型可用。 这是Anthropic最先进的模型，适用于长而复杂的任务。仅限 Computer 的 Pro 和 Max 订阅用户使用。

ClaudeDevs@ClaudeDevs · 6月11日66

New for Apple developers: Foundation Models support for Claude lets developers use Apple's Foundation Models framework to call Claude for multi-step reasoning, code generation, and longer context.

译Apple开发者新消息：Foundation Models支持现在可让开发者使用Apple的Foundation Models框架来调用Claude，进行多步骤推理、代码生成和更长上下文处理。

Rohan Paul@rohanpaul_ai · 6月11日64

Apodex-1.0-H just dropped a heavy-duty agent team for deep research Claims SOTA results by splitting web research across many agents and auditing every evidence chain before writing the answer. Treats deep research as a distributed systems problem for AI agents. Apodex uses an async agent team: an orchestrator assigns sub-agents separate contexts and tools, then fact-checker, conflict-reviewer, and draft-reviewer agents test weak claims. The real big deal is that Apodex is showing a possible “inference-time scaling” path for AI research, where better answers come not from one bigger model, but from many coordinated search agents, persistent traces, and a separate verification layer that audits the evidence before the final response is allowed to exist.

译Apodex-1.0-H 发布一个异步智能体团队，用于深度研究。协调者将子智能体分配到独立上下文和工具，再通过事实核查、冲突审查和草稿审查智能体检验弱主张。该方案将深度研究视为分布式系统问题，展示了推理时缩放路径：通过多个协调搜索智能体、持久追踪和独立验证层提升答案质量，而非依赖单一更大模型，并声称取得 SOTA 结果。

Replit ⠕@Replit · 6月11日65

Most people run a security scan for malicious packages before publishing a project But the risk starts the moment they're installed Today we're launching Package Firewall, built in partnership with Socket It blocks malware before it ever reaches your app

译大多数人在发布项目前会运行安全扫描以检测恶意包 但风险从安装的那一刻就已开始 今天，我们正式推出 Package Firewall，与 Socket 合作构建 它在恶意软件到达你的应用之前就将其拦截

🚨 AI News | TestingCatalog@testingcatalog · 6月11日62

Inworld has cut prices across its Realtime Inference and Speech-to-Text services, repricing the open models it serves so consumer voice apps can run at scale more cheaply and for longer. With Realtime Inference, Speech-to-Text with voice profiling, and a Realtime API that now runs Gemma 4, DeepSeek, and MiniMax at around half the public rate behind a single OpenAI-compatible endpoint.

译Inworld 大幅降低实时推理、带语音特征分析的语音转文本（STT）以及 TTS 服务的 API 价格，将 Gemma 4、DeepSeek、MiniMax 等开源模型

🚨 AI News | TestingCatalog@testingcatalog · 6月11日63

NoimosAI launched an all-in-one autonomous AI marketing team that runs strategy, content, and analysis end-to-end. > It connects to a brand's own apps and websites, blends that with external market data, and acts at the right time on its own. > Outputs land in a Feed for approval and can be routed to Slack, email, or Discord.

译NoimosAI 推出全自主 AI 营销团队，可端到端运行策略、内容创作与分析。它连接品牌自有应用和网站，融合外部市场数据，自主判断执行时机。所有产出汇集到 Feed 供审批，并支持路由至 Slack、Email 或 Discord。功能覆盖 SEO、社交媒体、外联、GEO 等，7×24 小时运行，无需人工干预。

Rohan Paul@rohanpaul_ai · 6月11日56

NoimosAI just launched an autonomous AI marketing team. It connects to a product’s apps, website, and data sources, then plans and runs growth work across SEO, GEO, social, outreach, and conversion. The product is built around a clear bottleneck: AI has made product building faster, but distribution still depends on traffic, leads, content, timing, and repeated testing. So NoimosAI is trying turn that marketing grind into a daily operating loop, where the system studies your business, suggests high-impact work, runs tasks 24/7, and sends finished outputs for approval.

译NoimosAI 推出全合一自主 AI 营销团队。连接产品应用、网站及数据源后，系统自动规划执行 SEO、GEO、社交媒体、外展和转化等增长工作，24/7 运行并将输出结果送交审批。产品基于一个关键洞察：AI 虽加速了产品构建，但分发仍依赖流量、线索、内容和反复测试，因此 NoimosAI 试图将营销流程转化为日常自动运营闭环。

Claude@claudeai · 6月11日72

New from Code with Claude Tokyo: scheduled deployments and environment variables in vaults are in public beta in Claude Managed Agents, and dynamic workflows in Claude Code are generally available. Agents now run on a schedule, use your tools securely, and take on bigger jobs.

译Code with Claude Tokyo 新功能：定时部署和保险库中的环境变量已在 Claude Managed Agents 中进入公测，Claude Code 的动态工作流已正式可用。 Agent 现在可以按计划运行，安全使用你的工具，并承担更大的任务。

Chubby♨️@kimmonismus · 6月11日61

Everyone is talking about basic chat apps, but desktop AI agents are completely shifting how we work in 2026. I’ve been testing Tencent WorkBuddy now that it’s finally going global. It dropped in China back in March and instantly hit number one for daily active PC users according to Tencent’s Q1 earnings. @TencentAl_News

译人人都在谈论基础聊天应用，但桌面AI智能体正在完全改变2026年的工作方式。 我已经测试了腾讯工作助手，它终于走向全球。它于3月在中国发布，根据腾讯Q1财报，其PC日活跃用户数立即排名第一。@TencentAl_News

Chubby♨️@kimmonismus · 6月11日61

Most "AI marketing" tools are basically Zapier with a chat box. NoimosAI plays in a different league. It plans the strategy, creates the content, ships it across every channel and analyzes what worked, then adjusts on its own. You connect your stack and it starts working in your brand voice the same day. There's a 7-day free trial, so you can watch it run before you commit.

译Kim 介绍 NoimosAI 是不同于普通 Zapier+聊天框的 AI 营销工具：它能自动制定策略、创建内容、跨渠道发布、分析效果并自主调整。用户连接现有工具后当天即可按品牌语调工作，提供 7 天免费试用。引用推文称其为全球首个全自主 AI 营销团队，覆盖 SEO、社交、外展、GEO 等，24/7 无人值守运行。