Pai 的 AI 雷达
今天这份简报围绕 AI 代理的构建、接入、协作与约束展开：一端是用于构建、评测和部署代理的 Python 工具、AWS 与 Microsoft 的 MCP 服务器，以及可连接具体服务的工具；另一端是 Claude Code 的可分享工件、开发方式变化、代理安全风险与任务稳定性，同时补上 Gemini、复杂 AI 搜索和 GitHub 高级安全配置等模型与工程视角。阅读时可按“能否直接接入或搭建—如何把过程呈现出来—怎样验证一致性并收紧权限”的顺序理解每条信息。
Starting today, Claude Code can capture work progress as an artifact, which turn Claude Code's work into live, shareable visual pages— including PR walkthroughs, system explainers, dashboards, and release checklists—that update themselves as your session works. A Claude Code
Algorithms & Theory
Enterprise administrators can now enforce GitHub Advanced Security configurations across their organizations. This prevents both organization and repository administrators from overriding settings defined at the enterprise level, helping security and compliance teams apply consis
How can a 30B-parameter model activate only 3B parameters per token, and still use the capacity of the larger model? Nemotron 3.5 Lightning illustrates the answer: It uses a Mixture-of-Experts (MoE) architecture that selects only a subset of its parameters for each token. There a
Power is a defining constraint for AI factories. As AI workloads demand a full compute platform to serve them, each component of that platform must maximize output within the factory’s limited power budget. This makes performance per watt—rather than raw, unnormalized throughput—
Previously we announced we would be disabling SHA-1 in HTTPS for GitHub on September 15th, 2026. Following the planned schedule, GitHub has disabled SHA-1 in HTTPS for github.com and partner CDNs, including GitHub Enterprise Cloud and GitHub Enterprise Cloud with Data Residency.
Explore this collection to see how experts and local leaders are using AI breakthroughs to ensure everyone can share the opportunity of AI.
arXiv:2609.14824v1 Announce Type: new Abstract: The emergence of large language models (LLMs) and large multimodal models (LMMs) has enabled a new class of agentic systems capable of integrating natural language understanding with tool-based execution. In geographic information s
arXiv:2609.14744v1 Announce Type: new Abstract: By acquiring compute, credentials, accounts, services, and other agents, autonomous AI agents can introduce new authority into a task. Payment, budget, OAuth, mandate, and fulfillment checks can validate transaction conditions witho
📌 一句话摘要 分析独立开发者网红如何通过 Build in Public 积累流量，并将其转化为面向同行的「卖铲子」生意。 📝 详细摘要 作者在回应关于 Marc 的讨论时，指出其成功的核心在于「粉丝经济」和「卖铲子」模式。Marc 通过展示收入截图吸引想成为独立开发者的同行，并向他们销售 Boilerplate 和课程。作者认为这种模式依赖于网红效应，对于普通开发者而言不可复制，建议深耕细分市场（niche）而非盲目模仿网红路径。 💡 主要观点 粉丝经济与同行消费 许多独立开发者网红的目标用户并非终端消费者，而是希望成功地同行，通过贩卖成功梦（卖铲子
📌 一句话摘要 这条推文分享了一个使用 AI 工具快速制作高质量动画视频的流程，包括分镜设计、视频生成和网站集成。 📝 详细摘要 在这条推文中，作者描述了一个使用 AI 工具制作动画的流程：首先使用 GPT 创建分镜图，然后利用豆包（Doubao）将这些分镜组装成视频，最后通过 Codex 将视频嵌入到网站中。作者认为这是一个非常酷炫且高效的方法，建议开源相关的技术和技能。 💡 主要观点 AI 驱动的分镜设计 通过 GPT 生成视觉分镜图，为视频制作提供创意和结构基础。 高效视频组装 利用豆包快速将分镜图转化为流畅的动画视频，节省大量制作时间。 网页集成
Gergely Orosz 实地探访 OpenAI 总部并访谈七位工程师与工程负责人，发现自约一月起 Codex 和 ChatGPT Work 已成为公司几乎所有工作的基础。
“Games have always been these underrated educational tools. They’re super approachable. They’re very human.” Those are the words of Alex Duffy , co-founder and CEO of Good Start Labs , who spoke to Latent Space about why his company is turning games into training material for AI
Hey HN, I always had the problem that building HTML pages is really simple now, but trying to save data required hosting it somewhere, and sharing it afterwards was not easy. Over the last few months, I've been building an app called Capsule (it’s also the file extension name) wr
We last highlighted the pacing debate in July when Pacing the Frontier first emerged: And it seems that we’re in for round 2 as Dario, lead author on the original, wrote a rare personal blogpost to spell out how he sees pacing pan out specifically: Embedded Evaluators. Each front
Hi folks, How tf do I write an intro to the craziness that’s happened since the end of last week?! I got access to Instinct, the personal agent all the VCs are raving about - I think it’s a bit meh? I don’t know if it’s the pro-activeness that people seem to like, but I don’t lov
Agility Robotics has unveiled Digit 5, the next version of its humanoid robot for warehouses and factories. The article Agility Robotics says its new Digit 5 robot can work next to people without safety fences appeared first on The Decoder .
九月的手机圈成了全年最激烈的战场，今年 AI 手机悄悄站上了 C 位。有人把 Agent 做进操作系统，有人试图将小程序和服务封装成可调用的能力，也有人干脆从硬件开始，为 Agent 重新设计入口。 刚刚结束的苹果发布会上，新任 CEO 特努斯给 iPhone 提出了一个新的定位： 智能个人中枢（Intelligent Personal Hub）。 在他的设想里，理想的 AI 设备要随时陪伴用户，理解日程、人际关系和日常习惯，能看见、听见周围的世界，也能与其他设备、App 和服务协同。 过去十多年，手机把越来越多的工具装进口袋，却把组织这些工具的工作留给
Suno 发布新一代音乐模型 v6，与 Warner Music Group、BMG、Believe 等行业伙伴合作开发，后续将全面替换旧模型。v6 分为三个版本：旗舰 v6 和探索向的 v6-wild 面向 Pro 与 Premier 订阅用户，更快的 v6-mini 向所有人开放。
Best Knowledge Engine Platforms in 2026
A lot has happened in the last few weeks. I am sure that OpenAI’s GPT-6 Astra is top of mind for everyone right now. In particular, thoughts on its performance, the looped transformer/recurrent depth aspects, and rumors that Astra is “hiding” its reasoning trace (i.e., chain of t