Pai 的 AI 雷达
这份简报聚合了可直接动手的硬件与创作项目、面向代理的开发工具、代码安全更新、模型研究和企业案例；阅读时先按自己要解决的环节筛选，再从描述里的接口、约束、速度或成本数字判断能否落地，最后把选中的项目拆成一次可验证的工作流试验。
This week’s updates make Copilot easier to use across accounts and environments, with more control over what agents can access and how you manage their work. GitHub Copilot Claude Haiku 5.5 is available to Copilot Pro, Pro+, Max, Business, and Enterprise users. Limit agents’ acce
CodeQL 2.27.2 is now available, adding a C++ regular-expression parser and analysis improvements across several languages. CodeQL is the static analysis engine behind GitHub code scanning, which helps you find and remediate security issues in your code. The Default suite runs 498
Using GPT-6 Astra in Codex, Asana made its browser agent 76x cheaper and 5x faster in tests to offer customers more capable models.
arXiv:2609.39607v2 Announce Type: replace-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 ski
arXiv:2610.12449v1 Announce Type: cross Abstract: Bifurcations are ubiquitous in physical systems, from structural buckling to fluid and climate dynamics, yet they remain largely unexplored in deep learning. At a symmetry-breaking bifurcation, a single input admits multiple equal
Discover how Sophos uses OpenAI’s Daybreak to cut cyber-threat investigation time by 96% and automate 52% of MDR cases while preserving human oversight.
I’ve often been surprised when I hear from top researchers in industry that they think AI will be better than them at their job in a few years, and I didn’t really know why I doubted it. The explanation I arrived at is that researchers are seeing this massive acceleration in the
The NVIDIA KGMON team placed second in the KDD Cup 2026 Data Agents competition with a system built around a simple idea of making an agent’s harness smaller, clearer, and easier to verify. The competition asked agents to answer natural-language questions over heterogeneous data
Investigating unintended model actions in our evaluations and internal use
📌 一句话摘要 本文档建议更新 Claude Code 的上下文长度设置，删除旧的 1M disable 标记，并启用自动压缩功能，以优化模型运行时的性能和内存使用。 📝 详细摘要 在对 Claude Code 的最新更新后，原先用于禁用 1M 上下文长度的配置已经不再有效，反而会限制最大长度降至 200k。因此，建议删除该设置。同时，为了更好地管理过长的对话历史，可以开启并适当调参 autocompact 功能，将上下文长度限制在 300-400k 范围内，以避免超出模型能力范围。 💡 主要观点 删除过时的禁用 1M 上下文配置 当前的 Claude
Anthropic is adding dynamic workflows to Claude Managed Agents, letting a lead agent distribute tasks across up to 1,000 sub-agents at once. In testing, a single agent found at most 27 of 70 hidden bugs in a codebase, while the multi-agent workflow consistently caught 66. The art
The general system of record for AI agents Discussion | Link
Release: ttok 0.4 ttok is my CLI tool for counting tokens, using OpenAI's open source tiktoken library. It hasn't been in updated in a couple of years, but I finally fixed a Click warning, updated CI, and added a --list-models command to list available models. It works with uvx ,
Open-source video editor you run by chatting with AI agents Discussion | Link
OpenAI's annualized revenue rate sits at about $50 billion, well below the initially reported $70 billion figure that was based on a different accounting method. The correction sent chip stocks sliding. Meanwhile, OpenAI is negotiating at least $30 billion in fresh capital at a $
📌 一句话摘要 作者耗时两年，精心搜集并筛选出 32000 部抖音头部小姐姐的高清切片，每一部都保证质量，可随时观看。 📝 详细摘要 这是一条推广消息，介绍了一位作者历时两年，从全球范围搜集整理而来的大型抖音视频切片库。该库包含 32000 部精选作品，每一部都经过了严格的质量把关，旨在提供高质量的视觉内容。 📊 文章信息 AI 初评： 70 来源： Cevenif(@cevenif) 作者： Cevenif 分类： 生活文化 语言： 中文 阅读时间： 1 分钟 字数： 98 标签： 生活与文化 , 旅行与文化 , 饮食文化 , 摄影 , 视觉艺术 阅读
Google AI Edge has introduced ML Drift, a high-performance, universal GPU compute framework designed to accelerate on-device AI and machine learning inference. By abstracting the complexities of hardware and low-level APIs—including OpenGL ES, OpenCL, Metal, and WebGPU—ML Drift e
Sierra 发布 Personal Agent Protocol（Poppy）协议草案，宣布新增 35 家设计伙伴，包括 OpenAI、Meta、Bank of America、Mastercard、PayPal、Shopify、Walmart 等。
Top News OpenAI publishes hundreds of math proofs from unreleased frontier model Sources: OpenAI drops another batch of mathematical breakthroughs Sharing AI progress in mathematics OpenAI Releases Findings on 377 Math Problems, Further Roiling Field All the drama around AI’s tak
What it is: effortless, a mod that puts a bar above the prompt. Haiku 5.5, or Jev if you have a TypeSafe key, reads each prompt and sets the effort. On prompts it judges simple, it can run that one prompt on Haiku 5.5 instead of your chat’s model. Your chat and its cache stay whe
It’s hard to believe that Periodic was only launched last September : @periodiclabs . Our mission is to accelerate science.\n\nOur founding team co-created ChatGPT, DeepMind’s GNoME, OpenAI’s Operator (now Agent), the neural attention mechanism, MatterGen; have scaled autonomous
Use Claude, Anthropic's AI assistant, right from your terminal. Claude can understand your codebase, edit files, run terminal commands, and handle entire workflows for you.
It’s been about a year since Anthropic shipped Haiku 4.5 , and with successive launches of Sonnet and Opus and Fable up to 5.5 it was seeming a little forgotten, especially as OpenAI launched Luna 6 alongside Astra and Sol 6. Well, it’s here, and it’s a welcome update. More in th
LangChain introduces LangSmith Fine-Tuning and SmithTune, a CLI built for post-training models. Train specialized models without building data pipelines by hand.
been generating some pixel art with Claude for a vibe coding project by giving it reference images - it's amazing, thought i'd share. thoughts?
最近我写了不少关于独立开发的思考，想着要汇总一下，就把Mole从开源CLI做到Mac付费软件这一路聊一聊：我当时是怎么想的，哪些事情做下来真的有用，也许能给正在做自己作品的朋友一些输入。去年国庆我在三 ... 查看全文
PLUS: Agilink's robot hands are getting crafty
PLATO V terminal, via Wikipedia . In 1960, a team at the University of Illinois released the first version of their PLATO “computerized instruction system,” a network of what would eventually be thousands of computer terminals connected to large mainframe computers. Users of PLAT
Instinct 这家公司成立大约一年，没有App，没有网页端，用户靠发短信、打电话、发邮件跟它交流。它的邀请码每人只有5个，二手平台上有人以300美元的价格倒卖。 创始人透露，平台年交易额已经逼近10亿美元，其中一半是旅行订单，用户日增长约10%，营销花费为0。最新一轮融资约10亿美元，估值约100亿美元，由 Zoya、Benchmark、Kotu 等机构领投。 下面是这场访谈里信息量最大的部分。 它没有App，只是一个有手机、电脑和邮箱的"人" 创始人对产品的描述很朴素： 就是一个私人助理 。 你可以给它发短信，可以给它打电话，它也会给你打电话。它有