Pai 的 AI 雷达
今天的简报围绕 agent 的记忆、演化、Harness 与安全展开，也延伸到机器人策略、存储访问、工具追踪、发布权限、TLS 和蛋白质水印等工程与研究议题。阅读时可把前段看作代理工作流与控制面的设计材料，把后段看作评测方法、系统约束和可接入接口的清单；每条推荐都只按标题与摘要提供的边界理解，适合直接转成评测、接入或审计动作。
arXiv:2609.39607v1 Announce Type: cross Abstract: Skills extend an agent's capabilities by injecting instructions and information into the context, and are widely used by agents such as OpenClaw and Claude Code. Prior work shows third-party marketplaces host malicious skills that
arXiv:2609.30594v2 Announce Type: replace Abstract: For humanoids to be useful in everyday environments, they must perform a wide range of tasks that couple locomotion and manipulation. Existing approaches commonly acquire a loco-manipulation policy through reward engineering or
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
An agent can finish a task and still take an inefficient path. A failed search can trigger another search. A truncated file read can lead to a command fetching the same content again. A correct final answer hides those extra steps, even though they increase latency and consume to
See also: Gemini 4 Argon (High): Intelligence, Performance and Price Analysis - https://news.ycombinator.com/item?id=49914236
Beginning October 7, 2026, GitHub Enterprise Cloud with data residency will no longer accept TLS connections from clients that offer only X25519 for key agreement. Most customers don’t need to take action. The affected endpoints will continue to support the FIPS-approved P-256 (
Trusted publishing configurations for npm can now be granted permission to manage dist-tags (e.g., promoting a version to latest , updating next and beta pointers) using short-lived OIDC credentials instead of a long-lived access token. Previously, trusted publishing covered publ
📌 一句话摘要 假期继续学习阿里发布的《AI Native 研发范式实践手册》，聚焦企业级 Agent Harness 与安全建设，并列出从个人到团队协作的五大挑战。 📝 详细摘要 作者利用假期继续阅读阿里发布的《AI Native 研发范式实践手册》，今天阅读「企业级 AI 研发基础设施」一章，核心围绕 Agent Harness 展开，涉及 Tool/Skill/MCP 扩展与企业知识库集成、Agent 运行的 Sandbox 软件环境、以及最易被忽略的安全建设部分。附带引用了手册中关于'实践中的挑战'段落：从个人 Vibe Coding 到支撑亿级
Proof of concept for watermarking AI-generated proteins while preserving biological function.
OpenAI is partnering with America’s SBDC to expand hands-on AI training and local support for small businesses, alongside a new report on how small teams are using AI.
Continual-learning agents are systems of models, harnesses, and memory operating over long multi-session horizons. Evaluating and training them requires interleaving tasks with agent-side events such as session stop and start, crons, and memory consolidation. Yet existing benchma
Sep 30, 2026EconomicsWhat work can robots do?
📌 一句话摘要 Figure 将绝大部分退役的第二代人形机器人 F.02 运至芬兰铸造厂销毁，通过仿真训练使其自主跳入熔炉，并发布致敬《终结者 2》的视频。 📝 详细摘要 人形机器人公司 Figure 将退役的第二代人形机器人 F.02 投入钢厂熔炉进行销毁。团队在寻找多家钢厂后最终选定芬兰伊马特拉的一家铸造厂，并通过动作采集与仿真环境训练，让机器人自主从二楼起跳精准跳入从未勘测过的熔炉桶中。官方将此过程剪辑为致敬《终结者 2》的视频，目前绝大部分 F.02 已销毁，仅保留少数展陈。 💡 主要观点 退役机器人集中销毁 Figure 对绝大部分第二代人形机
OpenAI's Dots and Meta's Muse are vying to be your AI agent of choice. I've tried both—and I suspect you will too.
Top News Anthropic and OpenAI race to release smarter and cheaper models Sources: Anthropic launches Claude Opus 5.5 with stricter safeguards for cybersecurity OpenAI launches GPT-6 Sol and Luna, boasting lower cost and fewer mistakes OpenAI launches GPT-6.1 Sol, says it nearly m
a statusbar for any terminal Discussion | Link
集齐龙珠的过程，不可谓不漫长。 在刚刚结束的华为 Mate 90 系列发布会上，我们终于见到了 2026 年高端机市场的最后一块拼图。 本次发布会上，华为一口气发布了 Mate 90、Mate 90 Pro、Mate 90 Pro Max、Mate 90 RS 非凡大师四款旗舰手机，以及若干耳机和手表等一系列新品。 并且截至今日， 鸿蒙 6 与鸿蒙 7 终端设备数量已经突破了 9000 万， 突破一亿大关指日可待。在今年一系列新形态设备的促进下，市场对于鸿蒙生态的认可度也在与日俱增： 不过由于 Mate 90 系列新机在发布会前已经在华为门店展出，发布会
Deepseek and Huawei have built open-source programming tools for Huawei's Ascend AI chips. At the center is TileLang, a language designed to offer a simpler programming model than Nvidia's CUDA. The partnership targets the biggest obstacle for China's AI industry, which is softwa
Opus 5.5 shipped this week but the vibes are overwhelmingly positive: And specifically it took over the timeline for explainer videos : AI News for 9/24/2026-9/25/2026. We checked 12 subreddits, 544 Twitters and no further Discords. AINews’ website lets you search all past issues
The official post is shy, but since AMD is public, we know the purchase price . We covered them less than a year ago: Fei Fei has a lovely reflection blogpost that hints at the main reasons: Since our founding in 2024, World Labs has built leading AI spatial intelligence capabili
2000 年，李安与摄影师鲍德熹在《卧虎藏龙》里拍下了一场经典的竹林追逐：剑锋碰撞，竹海摇曳，镜头随人物身形贴地起伏，在极速运动中留下了东方武侠的张力与气韵。 大幅度动态与复杂运镜，向来是影视工业中最难驾驭的表达修辞。尽管今年已经出现全 AI 生成的 95 分钟长片，但想让 AI 制作一部诺兰水准的电影依旧有着一段距离。 这也是 AI 视频模型都在争夺的王冠，可灵也拿出了 Kling 4.0 的大版本更新，让电影级内容生成更进了一大步。 全新升级的 Kling 4.0 将于 10 月正式与大家见面，其主打「真实、可控、专业」，在画面真实感、创意可控性和叙
The recently released Jev AI model has been quite a cultural phenomenon in technical communities in the past 2 weeks. While Jev aims to classify things, it’s easy to dismiss Jev as “just a classifier,” and my own view of Jev has evolved quite a bit over the past few days. In part
Meta launched Muse earlier this month. It soon became the top free iPhone app in the US. It is a cousin of Instinct , the invite-only assistant you text, and of OpenClaw agents like my AI chief of staff, R Mini Arnold . Jolly, Muse’s digital avatar, is just cuter, and probably ea
Our 257th episode with a summary and discussion of last week’s big AI news! Recorded on 09/19/2026 ; as usual, apologies for the none ‘weeklyness’ of this ep! Hosted by Andrey Kurenkov and Jeremie Harris Feel free to email us your questions and feedback at andreyvkurenkov@gmail.c