今日必看

Gemini 4 Carbon in GitHub Copilot

Gemini 4 Carbon, Google’s latest model, is now generally available in GitHub Copilot. It is designed for complex coding, agentic, and reasoning tasks, with a focus on secure code generation and security-focused work. This model is billed at provider list pricing under usage-based

Gemini 4 Carbon is now available

Gemini 4 Carbon is now live in Devin Desktop and Devin CLI. On FrontierCode 2.0 it scores 40.0%, up from Gemini 4 Argon's 26.3%, at a lower cost per task.

C++ language server now auto-configures MSBuild builds

The Microsoft C++ Language Server for GitHub Copilot CLI now bundles its MSBuild compile commands extractor and invokes it automatically. An agent no longer needs to discover and run a separate configuration skill before it can get precise code intelligence for your project. For

Google Cloud launches Gemini for healthcare.

Google Cloud launches Gemini for healthcare to unify clinical data and automate workflows. Reduce administrative burnout. See how it works.

Agent Substrate: Advancing Kubernetes for Agents at Scale

AI agents spend most of their time idle, waiting on a human prompt, a tool result or a model response. Kubernetes wasn’t built for that. Running one Pod per session holds memory for sessions that aren’t doing anything, and deleting Pods between turns pays a multi-second cold star

Gemini Intelligence: New features, on more devices

Gemini Intelligence is rolling out to more devices. See how expanded capabilities across these devices help you do more.

Claude Whiteboards, Claude Sheets, and Claude Data

Helping caregivers use AI in everyday life

OpenAI Academy is bringing free, hands-on ChatGPT workshops to caregivers in five U.S. cities, helping them build practical AI skills for everyday life.

Start and Restore GPU Workloads in Seconds with NVIDIA Snapshot

NVIDIA Snapshot, a new open-source component of the NVIDIA DSX AI Factory Platform, makes initialized GPU workloads reusable across inference replicas—speeding startup and recovery. When inference demand spikes or a replica fails, available GPUs don’t translate immediately into s

Introducing Businesses in ChatGPT

Manage your business information, get insights about how your business shows up, and turn interest into action in ChatGPT.

What's new in the .NET 11 runtime

Introducing AlphaProof Code: a breakthrough in verifying complex software at depth

AlphaProof Code agents wrote three million lines of proofs in Lean to verify Signal’s core encryption.

On-Device Speech Recognition and Text-to-Speech in Google AI Edge Gallery

Google AI Edge Gallery now supports on-device, offline Automatic Speech Recognition (ASR) and Text-to-Speech (TTS) capabilities for building developer-friendly voice applications. Developers can leverage ML Kit for optimized Android performance, or use MediaPipe Tasks and LiteRT

AI in the Clinical Documentation Loop: Effects of LLM-Induced Note Bloat and Diagnostic Overcall on Downstream LLMs

arXiv:2611.10601v1 Announce Type: cross Abstract: Large language models (LLMs) are increasingly used to process medical records for healthcare tasks such as clinical documentation. Because these tools also generate documentation, the relationship is now bidirectional: models both

Adversarial Evaluation of Large Language Models for Patient-Friendly Radiology Report Summarization

arXiv:2611.10277v1 Announce Type: new Abstract: Purpose: To develop and validate a scalable adversarial evaluation framework for assessing the robustness of large language models (LLMs) that generate patient-friendly summaries of radiology reports. Methods: We introduced a clinic

Fable 5.2 与 Seedance API 视频角色动画生成

📌 一句话摘要 作者说明视频中白模动画由 Fable 5.2 制作，角色动画通过调用 Seedance 视频模型生成。 📊 文章信息 AI 初评： 82 来源： Gorden Sun(@Gorden_Sun) 作者： Gorden Sun 分类： 人工智能 语言： 中文 阅读时间： 1 分钟 字数： 98 标签： AI 与智能应用 , AI 产品与应用 , 视频AI , AI 工程 , AI研究前沿 阅读推文

AI Agent 视频剪辑方法论：从 Skill 拆解到品味升华

📌 一句话摘要 作者总结视频剪辑 AI 化的实践经验，提出按风格拆解 Skill、用专家反馈训练模型，最终实现人类从操作转向品味引导。 📝 详细摘要 作者引用 Alex Cooper 与 Sabba Keynejad 的观点，阐述 AI Agent 视频剪辑已具备替代生产力，其价值正在从技术操作层面向品味评审层面迁移。文章提出关键方法论：按风格拆解 Skill（如混剪、UGC、AI 动画），用参考样本初始化，利用资深剪辑师批量重剪并反馈，录制专家剪辑思路形成 Skill 上下文。同时指出简单化编辑器更适合 Agent，如 BaoCut 退居二线，配合简约

How Curative is building a national provider network with agents on Claude

Curative’s deal-making agent negotiates 2,000+ provider contracts a week.

NaiveAI Promises 2,100 Tokens per Second. How Well Does It Code?

Editor’s note: With this post, we are launching a new series focused on trying new models and products with unbiased reviews. Reach out with suggestions to tips@latent.space. Naive-N0.5-Flash is a new open-weights model built for AI coding tasks and tuned to generate as many toke

Anthropic has its own AI-powered office suite now

For years, Anthropic has been known for its focus on enterprise and coding tools that attract high-flying corporate clients, inspiring competing frontier labs - like OpenAI, SpaceXSI, and Meta - to copy its strategies . Earlier this year, Claude Code went through its own particul

字节Seedream 5.5 实测，GPT Image 2.6 都包浆了，它一点不崩，这模型有点顶！

昨天看到小互、宝玉等朋友评测 Seedream 5.5 ，都提到多轮编辑稳定性超牛逼。 今天 X 刷到个对比测试视频，才发现是真强！ 对比的是 GPT Image 2.5和2.6，每次生图基于上一张，预测下一秒样子，迭代100 轮。 没想刚过 10 轮，Image 2.5 和 2.6 生图已经开始包浆了... Seedream 5.5 只有手表走秒，其他画面一点没动，看下面视频，更直观。 您的浏览器不支持视频播放 小互的测试也很直观，GPT Image 给模特换装，也是 10 轮后脸就开始崩坏。 而 Seedream 5.5 在几十轮编辑后，人物主体形象

[AINews] Fable 5.2 retakes World #1 LLM spot as $ANT IPO roadshow begins

On Friday, we asked Jamin Ball what comes next for Anthropic’s IPO . On Monday the roadshow started and Anthropic shipped the long-anticipated next-version of Claude Fable and Mythos . Of course, it is the new top model in the world, taking back Opus 5.5’s #1 spot from Gemini 4 C

anti-anti-REA: A tool that undoes BLA hardening so coding agents can read the code again

After the recent drama around REA (Reverse Engineer Anything), a tool that lets AI agents take an app apart down to the bone and rebuild a working copy of it, opinions were pretty split. In response, someone built BLA (Blind LLM Agents), an anti-REA tool that fills code with gibb

@anthropic-ai/claude-code@2.1.322

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.

不想当管理者，就用不好 Coding Agent？Anthropic 工程师长文谈 Agent 管理实战

Hide your slop PR descriptions behind

Most of the changes I make to my projects these days come in the form of PRs opened for me by Claude Code or Codex. The PR is my unit of work - I use them to bundle commits together, iterating on them until a feature is complete, document decisions and then merge the finished res

Google DeepMind's Gemini Robotics 2.5 scores 96 percent sorting metal parts in a Mercedes-Benz assembly pilot

Google Deepmind introduced Gemini Robotics 2.5, a new control model for robots, and tested it with Apptronik on active Mercedes-Benz production lines in Hungary and Germany. The humanoid robot Apollo 2 sorted metal parts there with a reported success rate of 96 percent. The artic

NVIDIA Nemotron 3.5 Super VL is now available in Amazon SageMaker JumpStart

Today, we’re announcing that NVIDIA Nemotron 3.5 Super VL is available in Amazon SageMaker JumpStart. You can deploy it with a few steps in SageMaker Studio or with a few lines of the SageMaker Python SDK. Super VL is the vision-language model (VLM) in the NVIDIA Nemotron 3.5 fam

派早报：火山引擎发布 Seedream 5.5，苹果研究团队用仿真训练人形机器人等

少数派的近期动态我们已开设专页，汇总展示「优秀作者评选」奖项及结果。「优秀作者评选」是编辑部自2023年起实行的机制，于每季度结束后，评选该季度贡献突出的现有作者，以及涌现出的有潜力新作者。获奖者会获 ... 查看全文

Pinecone integrated embedding now supports OpenAI's text-embedding-3 models

Pinecone integrated embedding now supports OpenAI's text-embedding-3 models

双十一好物精选：Sonos Play 85 折送充电套装，CD 机加赠透明面盖

从墨水屏到手机壳，从磁吸信息屏到CD播放器，这些看似平常的数码产品，经过一些新的设计和尝试，也能带来不太一样的使用体验。今年双十一，各大平台的促销活动陆续开始，不过满减、凑单等规则可能还是有些繁琐。所 ... 查看全文

Degraded performance for Claude Fable 5.1

[minor] resolved — The issue affecting claude.ai, the Claude API, Claude Code, and Claude Cowork has been resolved. Impact occurred from 00:18 PT / 08:18 UTC on Nov 8 to 00:32 PT / 08:32 UTC on Nov 8.