Pai 的 AI 雷达
含近几日仍热话题，按时间衰减排序。今天先看 mcp-use/mcp-use，其次 MemMachine/MemMachine。并行还有 More ways to request and configure Copilot code reviews、Node 20 is no longer available in GitHub Actions。
GitHub Copilot code review now offers additional personal configurations to an expanded set of Copilot plans and an enterprise-level default setting. These improvements are now generally available: A dedicated personal settings page for automatic review and your default review ef
This is the final notification that Node 20 is no longer available on GitHub Actions runners. Runners now use Node 24 for JavaScript actions. The temporary ACTIONS_ALLOW_USE_UNSECURE_NODE_VERSION opt-out is no longer available. If you maintain a JavaScript action, update its runs
An AI coding agent’s patch can pass tests yet fail when the server loads a real model and handles requests. Evaluating changes to inference-serving software therefore requires checking the full serving path, including whether the system returns correct results through its public
Using GPT-5.6, Ringg powers multilingual agents across voice, chat, WhatsApp, and web for 90% less cost vs. GPT-4.1.
A GPU cluster can pass every health check and still fail to run an AI workload. Even when every GPU, network link, and pod reports healthy, a 512-GPU training job can underperform or fail. The cause may be one slow GPU, a link that degrades under load, or a configuration that qui
Marking two years of OpenAI Academy and bringing AI skills to even more communities.
We’re expanding Google Beam to five new countries, and partnering with Industrious for an extended network.
Introducing private, server-side memory to Private AI Compute for personal AI.
📌 一句话摘要 小米 18 Pro Max 首发评测，重点介绍其升级的妙享背屏、硬件级防窥屏、双两亿像素影像系统、骁龙 8EE6 处理器及 8500mAh 电池，展现了小米在高端直板机市场的创新与冲高决心。 📝 详细摘要 本文是小米 18 Pro Max 的首发评测。文章指出，小米 18 Pro Max 延续并升级了上一代的「背屏」设计，实现了背屏与镜头玻璃完全水平，并支持 Vibe Coding 自定义卡片。新机还新增了物理 AI 按键，并搭载了基于 M11 基材的硬件级防窥屏，支持局部防窥与智能自动化。硬件配置上，配备双两亿像素镜头（光影猎人 960
arXiv:2609.26274v1 Announce Type: cross Abstract: The rapid evolution of generative AI (e.g., Sora, Hunyuan) makes it essential to develop effective detection strategies that can generalize across ever-evolving synthesis techniques. This study is motivated by the observation of a
arXiv:2609.25047v1 Announce Type: cross Abstract: Autonomous agents that automatically build artificial intelligence (AI) models could broaden access to AI across science and engineering. A popular line of such agents frames model building as a code search problem and solves it b
Claude Marketplace: one place to discover plugins, agents, and services from our partners
How CodeRabbit, Power Digital, and ThoughtSpot scale with Snowflake and Vercel on Claude Marketplace
📌 一句话摘要 作者观察到 Claude Mods 几乎照着 dsh 对标，其 function hooks 显著提升 Claude Code 可定制程度，并采用 koa 洋葱结构可感知前后并修改 TUI 组件。 📝 详细摘要 作者指出中推圈对 Claude Mods 讨论不多，但认为它几乎就是照着 dsh 去对标的。其 function hooks 一下子把 Claude Code 的可定制程度拉得非常高，顺带也冲击了 opencode。作者还提到其采用 koa 洋葱结构，前后可感知，甚至能改 TUI/UI 组件，但坦言暂不清楚具体用途，表示要先研究看
The OpenAI → Hugging Face attack has people asking “what else do we need to worry about?” and Anthropic’s filters flag two things: cyber-security and biology. The natural question is: what about bio-security, then? Clem Delangue argues that cyber-warfare defensive capabilities ne
SF October 14th: A Birds of a Feather Session on Agentic Engineering I'm hosting an evening event with Jesse Vincent in San Francisco on Wednesday 14th October for people who are building weird and interesting things with and on top of coding agents. Think of it as an agentic sho
Shared memory for coding agents. Discussion | Link
How often do you get to talk to a guest who has both an Academy Award and who invented textbook machine learning algorithms? John Platt has an Oscar , two textbook algorithms , two named asteroids, and an Erdos-Bacon number of 6. This was easily the most fun bio of all the guests
Just an FYI. I had a funny feeling that when I don't dismiss the often appearing prompt to provide feedback on claude CLI's performance, I'm giving it authorization to capture the conversation. So I went and looked, and sure enough, it's in their terms. I went and looked because
Macmini虽然不是性能最强、体验最完整的Mac电脑，但在AI时代，它或许比以往任何时候都更适合家庭用户。从年初OpenClaw的现象级走红，到如今Codex引领Agent工作方式潮流，这台小巧精悍 ... 查看全文
Pinecone BYOC: Trusted AI Knowledge in the Customer Cloud
Zach Lloyd is the co-founder and CEO of Warp, an AI-powered terminal and software factory platform used by tens of thousands of engineers. Before Warp, he spent nearly a decade at Google, including time as a principal engineer on Google Sheets. He built Warp from the ground up as
最近大模型领域好像没啥大新闻，唯一让大家兴奋的是 Jev 模型。 一个专为软件自动化决策设计的模型，不能聊天、不能写文章，只做决策。 研究几天，新鲜感很快消退。 不过细想，超快、超便宜的特性，感觉很适合自动驾驶和机器人？ 说到机器人，我一个好友的终生梦想就是做机器人，尤其是养老机器人。 年纪大了，就让机器人照顾自己，让子女去追求自己的梦想，不拖累他们的生活。 他原以为做机器人这件事儿可以做一辈子，但由于 AI 突飞猛进，他觉得自己梦想设小了，哈哈哈。 果不其然。 今天，启元机器人在上海西岸梦中心·梦工厂举办「 我和我的个人机器人 」新品发布会，启元 Q1
我把《桃花源记》做成了一个可交互、可跟随原文游历的 3D 网页，又用真人朗诵、SRT 字幕和 Codex 把体验补完整。
We are still on an exponential curve of AI development. I try to put out a Substack post every couple weeks or so, yet, as the pace speeds up, that sometimes feels too slow. In the weeks since my last post, we had the apparent cracking of one of the most famous problems in math b
Top News OpenAI Says It Has Cracked One of Math’s ‘Millennium Problems’ Related: On the Navier–Stokes Millennium Prize Problem Quartz: OpenAI cracks the Navier–Stokes Millennium Prize problem OpenAI fought dirty on career-making math problem, says NYU mathematician OpenAI’s feud
PLUS: Waymo's next stop is Tokyo