CM AI Docking Port:教 AI 智能体敲对门
CM Ecosystem 推出 CM AI Docking Port,通过机器可读 manifest 和统一 Reception 端点,让 AI 智能体无需专用插件即可查询住宿可用性。目前为单节点 MVP,已上线公开协议文档和可响应一个真实房源查询的 Reception 端点,暂不转发给可信邻居。该协议由人类与四个 AI 系统协作评审设计,下一步将加入地理位置相关性判断并开展多节点测试。
CM Ecosystem 推出 CM AI Docking Port,通过机器可读 manifest 和统一 Reception 端点,让 AI 智能体无需专用插件即可查询住宿可用性。目前为单节点 MVP,已上线公开协议文档和可响应一个真实房源查询的 Reception 端点,暂不转发给可信邻居。该协议由人类与四个 AI 系统协作评审设计,下一步将加入地理位置相关性判断并开展多节点测试。
Strata 是一个免费开源项目,可在单张 12-24 GB VRAM 的 NVIDIA 显卡加 64 GB RAM 的普通游戏 PC 上运行 125B 参数 Qwen3.8-Flash-Next,支持 Windows 和 Linux 并提供一键安装。
Anthony David Adams 称在 America.gov 的 AI 聊天机器人中输入 play minecraft 后,收到一段以政府表格、法规和公民办事为主题的 Minecraft 终末之诗风格长篇回复。他猜测这是系统内置彩蛋,并表示发布时该回复仍可触发,还附上了完整文本和屏幕录制。
Databricks 发布新的 AI Function ai_decide,并已在 Databricks 中以 Beta 版本提供。该函数由决策模型驱动,可针对文本评估一个或多个问题,直接返回概率、命名选项或有序评分,适用于不需要复杂推理和文本生成的高频结构化决策。
Archestra-AI 在 GitHub 开源 OpenAPPA,这是位于智能体与工具之间的确定性防护层,会在每次工具调用前判断数据是否允许流向目标位置。它基于 APPA,用声明式 TOML 策略追踪数据敏感度和信任级别,仅依据事件日志决策,不发起网络或文件调用,可在进程内或 sidecar 中运行。
Grok Bot is now more powerful for building software. Bots can hand off coding tasks to Cursor, manage your PRs with GitHub and Origin plugins, and share video demos of what they build.
Mint 是 ChatGPT 应用上的一款新绿色主题! 最棒的改动 💪👀


UAI 发布面向 AI 智能体的身份与问责层,包含开放协议、参考实现和由独立注册机构联邦组网的路线。它提供 UAI-ID、UAI Credential、UAI Passport 和 UAI Action Attestation,用签名凭证、哈希链动作记录、浏览器端验证和多方治理支持归属核验。
Halv 发布自有 SWE 基准阶段性结果:在 14 个仓库任务、每任务 3 次配对运行中,Codex + Halv 与原生 Codex 均通过 25/42 次验证,记录模型成本分别为 $144.67 和 $337.50,Halv 低 57.1%。

Computer now works in email. Send, forward, or cc computer@perplexity.com on any thread. Every email task runs as a normal session in Computer, viewable on web and mobile, with the same audit trail as any task in the app.
Skills 将作为 Claude 移动端聊天的独立附件菜单推出。 这让操作简单多了 👀


Google 正面向全球 Gemini chat 推出 Skills,并用其取代类似 Custom GPTs 的 Gems;Skills 是面向具体任务的详细提示,可由 AI 协助编写和优化。
OpenAI 在 Dev Day 上由 Sam Altman 公布 Decisions API 有限预览,可让 Luna 模型在预设选项中快速决策,并保留图像理解、多语言支持和安全保护。
Meta 推出的个人 AI 智能体 Muse 可作为独立节点加入用户的 Tailscale tailnet,查看节点状态、操作自托管服务并执行 Tailscale SSH。Muse 运行在隔离 Linux 虚拟机中,默认仅发起出站连接,首次连接设备需用户确认。Tailscale 可通过 grants、tags 和访问控制进一步限制 Muse,并提供端到端加密通信。
JBR-001 是一款基于 Arduino UNO Q 的开源、可 3D 打印桌面陪伴机器人,集成摄像头、距离传感器、蜂鸣器、显示屏和 3 个舵机。它可做出头部和手臂动作、播放声音、显示心跳动画,并通过 Edge Impulse 训练的视觉模型识别 Arduino Modulino 模块。
开源项目 Jevstiller 将 Jev 的输出蒸馏到本地学生模型,熟悉请求由设备 CPU 直接处理,延迟最低 15 ms,目标与 Jev 保持 98% 一致率。无法本地回答的请求会用调用者密钥转发给 Jev,并将返回结果用于持续训练;系统还固定审计 2% 请求,一致率下降时提高审计比例。
Ciao 发布 iPhone 应用,可在本机运行的 Claude Code 暂停提问时向手机推送问题,用户点击允许或输入提示后让任务继续。应用提供实时终端、触控板、语音输入、多机器配对和通知,支持 macOS、Linux、WSL;通信端到端加密,通过 QR 码配对,无需账号且无遥测。
名为“AI Blinder”的 Hacker News 热帖对应页面未呈现正文内容,只显示 GitHub 站点导航、登录提示和 404 错误信息。页面中的 GitHub Copilot、Actions、MCP Registry 等均为导航条目,不能据此推断该帖介绍了具体 AI 产品或功能。
Introducing OpenAI’s Dots x Orthogonal Try it out: https://orthogonal.com Ask for a pipeline before bed. Wake up to verified leads, cited sources and the first replies. Your always-on dots now have every tool they need, from company and people data to email.
Create your own character. Call the shots. Live. Introducing A1 Playground + Agent: build a live AI character that talks, moves, and plays with you. Create yours: https://platform.vivix.ai/vivix-a1-model/ Their look. Their personality. Their voice. Your choice. Describe who you have in mind, upload a picture, and let our Agent bring them to life. And they do a lot more than talk. 💃 Full-body performance. From air guitar to victory dances. 🚶 Move around the scene. Walk and talk. Pace while making a point. 🛍️ Interact with objects. Pick up products, show them off, and pitch them. 🎮 Play web games together. Deal cards, keep score, and play along. Solve a mystery with Sherlock Holmes, then interrupt him for a dance break. Take a walk with Socrates. Hand him a protein shake and debate the meaning of gains. Give Snape a bottle of shampoo. Ask for the most enthusiastic sales pitch of his life. Who will you bring to life?
用 Manus Game Dev 把一个创意变成有趣的 3D 赛车游戏。🏎️ 赛车?由我们的合作伙伴 @tripoai 生成的 3D 模型。
Introducing Boreal-H3 — a video model built for ads and our next step toward recursive self-improvement in video generation. A good-looking video isn’t enough. The product has to stay the same. The actor has to stay the same. The label has to be right. And the action in the brief actually has to happen. So we post-trained MiniMax H3 specifically for advertising. But this isn’t a one-off SFT or LoRA fine-tune. We built a closed-loop system that learns what to improve next. Human-calibrated evaluation diagnoses failures and guides the next intervention: targeted data collection, reinforcement learning, or inference optimization. When the feedback is unreliable, we revise the evaluator or reward—not just the generator. Every experiment feeds into shared memory, informing the next training decision. The model improves, and so does the process that produces its successor. The results: → 85.3% reference fidelity — highest among the frontier video generation models we evaluated → Brief success: 28% → 50% → Identity match: 83% → 94% → Visible defects per clip: down 70% → Generation time and estimated cost: down 20% Boreal-H3 doesn’t just make better-looking video. It makes more usable ads. Credit to the @MiniMax_AI team for the foundation we’re building on. This launch is a checkpoint, not the finish line. We’re building more than a better video model. We’re building a system that learns how to make the next one better.
Anthropic 宣布 Claude for Government 面向联邦和州级机构正式可用,服务运行在 FedRAMP High 授权环境中,提供与商业客户相近的编码和智能体工作能力。
推荐理由:官方说明了面向政府机构的合规环境、治理控制和计费方式,便于公共部门评估 Claude 的部署与采购路径。
Quiet 是一个探索 AI 助手应在何时介入的项目,通过问卷收集用户对介入时机是否恰当及使用频率(1 从不至 5 每天)的反馈。答复仅用于 Ruggiero Leone 的论文研究,不会出售或共享,研究结束后删除,浏览器中不存储任何数据。
开发者用 Jev 打造了面向 EdTech 的 Techmeme 式新闻聚合站 The EdTech Briefing,每 30 分钟更新一次。站点聚合 41 个发布源,首页呈现 40 条报道,并按 K-12、高等教育、教育 AI、初创、商业、政策等板块分类。
VideoArena 提供基于多种模型和 harness 的动态图形生成服务,支持登录后从空白项目或示例开始创作。
We built an AI that saves your ass. Meet Lucas. It’s been meaning to text you. It lives in your texts, learns your life, and prompts itself. It books, pays, orders and checks you in. Usually before you’ve thought of it. Overnight, it goes exploring for things your life could use. Text Lucas today on iMessage and WhatsApp http://www.meetlucas.ai
What's new in Grok Bot 0:19 Team bots - create bots shared with your team members 1:10 Finances - search and manage your finances with @plaid 1:32 Voice calls - @bot can search chats during calls and gracefully handles interruptions Like this for a special bot animation on @X!
Kyno 将方向做成 AI 智能体的一等运行时原语,由人类设定 mission 与原则,智能体据此判断权衡并追求预期结果。其适配器通过 MCP 在每步执行前拉取当前版本,支持版本化 constitution、不可变历史、失败拉取策略及按步骤记录方向版本,可在工作流持续运行时发布变更,并可通过 pip install kyno 安装。
Datastory 推出结合 AI 与开放知识图谱的数据叙事平台,支持上传自有数据或检索精选目录,由 AI 推荐图表并生成带来源的说明。其 Open Data catalog 收录 OECD、WHO、Eurostat 等来源,图表可响应式嵌入 Notion、Webflow、newsletter 或 CMS。平台还提供从提示词生成整篇故事、异常与相关性发现,以及企业级定制服务。
Oliver 发布面向前沿 AI 查询方式的 GPU 数据库层,把数百至数千个问题合并为程序后在一次数据遍历中完成,并可部署在客户自有云账户的 GPU 上。
Oliver 在 8 核 28 GB 内存的 AWS 裸金属环境中对比 ClickHouse 26.3,加载同一批 50,000,003 行数据,244 个查询总耗时 36.6 秒,ClickHouse 为 84.7 秒。
Create your own character. Call the shots. Live. Introducing A1 Playground + Agent: build a live AI character that talks, moves, and plays with you. Create yours: https://platform.vivix.ai/vivix-a1-model/ Their look. Their personality. Their voice. Your choice. Describe who you have in mind, upload a picture, and let our Agent bring them to life. And they do a lot more than talk. 💃 Full-body performance. From air guitar to victory dances. 🚶 Move around the scene. Walk and talk. Pace while making a point. 🛍️ Interact with objects. Pick up products, show them off, and pitch them. 🎮 Play web games together. Deal cards, keep score, and play along. Solve a mystery with Sherlock Holmes, then interrupt him for a dance break. Take a walk with Socrates. Hand him a protein shake and debate the meaning of gains. Give Snape a bottle of shampoo. Ask for the most enthusiastic sales pitch of his life. Who will you bring to life?
Halogen 0.15.1 是面向 AMD Strix Halo 和 Qwen3.8-Flash-Next 的专用推理服务器,通过 Podman 镜像在 :8731 提供 OpenAI 兼容接口,并支持 Responses API、Anthropic Messages API、Codex、Claude Code、图像输入、工具调用和结构化输出。
Microsoft Research 开发出端到端机器学习管线,可基于太阳风预报为美国本土 66,935 座变电站生成位置级空间天气风险估计。系统结合 AE、Dst 指数预报与纬度、地质和电导率数据,可在风险出现前 30-60 分钟告警,重大事件检出率达 76.5%。
