GitHub重建面向智能体规模的Git基础设施
GitHub 宣布重建 Git 基础设施,以支持智能体规模开发带来的高并发读写负载。2026 年 8 月 GitHub 月度 Git 事件量达 473.3 billion(一年翻倍以上),9 月智能体和开发者产生 7.38 billion commits(超一年前五倍),pushes 同比增长 4.9 倍。
Pai 的 AI 雷达
今天这份简报把智能体开发的落地链路串起来:从多语言应用框架、韧性代理和电脑使用评测,到支撑高并发开发的 Git 基础设施,再延伸到堆叠式 PR、嵌入模型、企业知识、GPU 集群和一批可接入的工具与技能。阅读时可先用 featured 了解方向,再用 why_items 按“能接入什么、要验证什么、有哪些边界”筛选可执行动作。
GitHub 宣布重建 Git 基础设施,以支持智能体规模开发带来的高并发读写负载。2026 年 8 月 GitHub 月度 Git 事件量达 473.3 billion(一年翻倍以上),9 月智能体和开发者产生 7.38 billion commits(超一年前五倍),pushes 同比增长 4.9 倍。
Learn how OpenAI and Ironclad are training and evaluating AI agents on complex contracting workflows to advance computer use for professional work.
GitHub stacked pull requests are now generally available. Break large changes into smaller, focused pull requests that you can review independently and merge together. Since the feature went into public preview , repositories using stacks have seen a 9% increase in merged code co
Atlassian and OpenAI are expanding their partnership to connect frontier models with enterprise knowledge and help teams plan, build, and deliver work.
GPU-accelerated Kubernetes clusters depend on compatible versions across dozens of components, each on its own release cycle: host kernels, GPU drivers, container runtimes, networking, storage, operators, and workload frameworks. A configuration that works for one service, GPU ge
EmbeddingGemma 2 is a new 740M open-weight multimodal model that maps text, images, video, and audio into a unified vector space for privacy-first, on-device retrieval. Developers can easily integrate these capabilities cross-platform using MediaPipe Tasks or optimize fine-graine
The browser where Claude Code and Codex work beside you Discussion | Link
I'd have swear before there were more and even a more button at the bottom
Claude Code 推出云端会话:每个任务在独立 VM 上运行,仓库克隆到新分支,可从 claude.ai/code、手机、Desktop、终端和 Slack 启动并跟踪,完成后产出可转 PR 的分支,Pro、Max、Team、Enterprise 计划不额外收费。
Off-the-shelf AI assistants answer individual questions well, but they fall short on a different axis: continuity. Ask a stateless assistant about your garden today and it has no idea that you mentioned your fast-draining raised beds three weeks ago, that you only use organic fer
Together Link brings frontier open models like GLM 5.3 and Kimi K3 into the coding agent your team already uses, cutting model spend by over 50%.
Live interview & meeting copilot for Mac, from your resume Discussion | Link
Personal AI agents promise to shop, book flights, and make reservations for you. But deliberate blocks and anti-bot defenses are getting in the way, leaving consumers caught in the middle. A new standard aims to help.
PLUS: Protect your files with this Claude Code mod
Sierra 与 Meta 联合 Genesys、Instinct、Rocket、Shopify、Stripe、Walmart 等伙伴宣布开发 Personal Agent Protocol,一个定义个人 AI 智能体如何与企业交互的开放标准,任何人都可实现。
Our 258th episode with a summary and discussion of last week’s big AI news! Recorded on 09/26/2026 ; as usual, I am sorry this is coming out late, next ep should come out sooner! Hosted by Andrey Kurenkov and Jeremie Harris Feel free to email us your questions and feedback at and
If you’re even seeing this, you should probably just go enjoy your weekend. AI News for 10/1/2026-10/2/2026. We checked 12 subreddits, 544 Twitters and no further Discords. AINews’ website lets you search all past issues. As a reminder, AINews is now a section of Latent Space . Y
Prior to joining Airbnb as CTO in January, Ahmad Al-Dahle was head of generative AI at Meta and led the launch of its open source Llama models over 2023-2025. Now Al-Dahle is in charge of turning Airbnb into an “AI-native company”. What that means in practice is using AI internal
中秋刚过,国庆又到,AI 圈却没有跟着放假。 新模型依然一个接一个地上线。旗舰模型忙着刷新能力上限,主打速度和性价比的模型则在争夺用户的日常工作。不过,随着后者的能力不断提升,两者之间的分工也开始变得模糊。 过去需要请出旗舰模型的任务,如今交给一个名字里带着 Flash 的模型,究竟能做到什么程度?前端创作是一个很直观的观察窗口,配色、排版、动画和交互做得怎么样,把作品放在一起就能看出差别。 上个月,Anthropic 推出了 Claude Opus 5.5。我们在 X 上看到,有人用它做动态作品集,有人让它画水墨动画。这些由代码做出来的作品,已经有了各
AI infrastructure engineers, storage developers, and cloud service providers need fast and secure access to high-capacity file and object storage to support AI workloads. AI workloads increasingly require high-speed data access for training, fine-tuning, inference context, tool c
电影史上,新技术登台时从来算不上斯文。 1895 年,《火车进站》让观众惊慌躲闪。1927 年,《爵士歌手》一声开口,默片时代逐渐谢幕。1995 年,《玩具总动员》甚至让观众忘了它是完全由电脑生成。 有意思的是,每一次「离经叛道」,最后都加速了行业发展。有声电影、彩色胶片、数字摄影机、CG 特效,无一不是在怀疑与嘲笑中入场,最终被写进电影语言的词典。 如今,生成式 AI 也开始参与影视创作,一家以故事创作为核心的 AI 原生影视公司 Utopai Studios,正凭借旗下的 Utopai X,搅动视频生成模型的格局。 截至 9 月 30 日,其自研模型
I generally think I have done a good job anticipating the direction and pace of AI over the few years I have been writing this Substack, but I think I recently got something fairly large wrong. In the last year I have been posting about how I suspected that humans would have to a
Hi folks, I’m in sf till Sunday. I wanna meet folks talk about ai with non-technical adoption builders doing fun shit founders working on dev tools/infra potential LPs (individuals) go to deli board reach out on twitter Ben’s Bites is brought to you by AWS Marketplace Most ML tea
Weaviate v1.39.3 fixes a high-severity credential disclosure issue in the Google modules.