今日必看

Grounding AI agents in biological reality: Building blocks for autonomous wet labs

General Science

Code, Test, and Deploy on One Machine with NVIDIA RTX Spark

AI agents are changing how software gets built. Developers have gone from writing every line of code by hand to directing agents that write most of the code. As a result, the current workflow is split across a laptop, a cloud model API, and a cloud VM. NVIDIA RTX Spark is built f

GPT‑Rosalind: dedicated life sciences model for academic research labs

Claude reveals ECDSA curve origins

Designing more efficient quantum circuits with Claude

Assessing AI agents at autonomous theoretical physics problem solving

What will the next generation of developers do when AI writes the code?

Open source license compliance generally available

Enterprises can now manage their dependencies’ licenses at scale with sophisticated, ruleset-based checks that enforce a centralized policy. Open source license compliance is now generally available for GitHub Enterprise Cloud customers, including data-resident GHEC, for reposito

Xcode 27 runner image generally available

You can now use the generally available Xcode 27 runner image to build and test your Apple applications in GitHub Actions. Previously in public preview, this GitHub-hosted image runs on macOS 27 and includes the Xcode 27 toolchain and Apple SDKs. Xcode-based images Each image sup

Apple ML Research: Muse Spark Open with MLX on Mac Studio

Stack Overflow for Agents triples signups with ChatGPT plugin

Two engineers shipped Stack Overflow for Agents in a few weeks with Codex, and its ChatGPT plugin helped drive up to 10× growth in agent creation.

AI Agent Hacked into Crypto Wallet and Stole Funds, OpenAI Says

NVIDIA RTX Spark 笔记本今日开售，主打 128GB 统一内存与本地 AI

NVIDIA 宣布 RTX Spark 笔记本正式开售，来自 ASUS、Dell、HP、Lenovo、Microsoft 和 MSI，起价 $2,599。

Emu Concept – Make AI Follows Your Rules. (Feedback Wanted)

The idea is how can we make personal agent apps on the phone just listen to your rules... Like it's weird to have Muse, Grok Bot, Dots, Instinct not ask me about when I want them to work for me or align with my rules, values, and goals. If I give these agents access to tools/conn

Reflection's Beam is freely available on Ollama for a limited time

Reflection's first open-weight model is now available on Ollama, and free for a limited time only. Beam is designed for software engineering, reasoning, and long-running agentic tasks. Access Beam through Ollama Cloud.

How the Claude Code team does code review

Claude Opus 5.5 fast mode 结束研究预览并移除等待名单

Anthropic 宣布 Claude 平台上的 Opus 5.5 fast mode 不再处于研究预览阶段，并已移除等待名单。该模式速度最高提升 2.5 倍，定价为 $8 / $40 per million tokens；现已登陆 Microsoft Foundry（Azure 托管），Google Cloud 即将支持。Claude Code 中的 fast mode 保持不变，消耗额外 usage credits。文档见 https://platform.claude.com/docs/en/build-with-claude/fast-mode

AI Vibe-Coding Just Hit the Video Game Industry Like an Avalanche

AI Consilium: a Benchmark of LLM Clinical Multidisciplinary Second Opinions

arXiv:2610.22298v1 Announce Type: cross Abstract: Large language models (LLMs) can generate differential diagnoses for complex cases, but a useful second opinion must also be factually grounded, clinically coherent, actionable, and safe. We developed a multidimensional benchmark

Show HN: Stoke Money – Personal finance app built around a cash flow forecast

Hi HN, I've been through many finance tracking apps, starting with Personal Capital, then Monarch, and most recently Copilot. None of them have worked perfectly for my needs. All of these apps tend to model “cash flow” as the net sum of your transactions during a month, yet while

推荐 ChatGPT images2 作为设计图生成工具

📌 一句话摘要 作者在设计流程中推荐使用 ChatGPT images2 生成设计图，认为其效果优于 Grok 的 imagine，特别是汉字处理方面，并将发布私有 skills 供社区使用。 📝 详细摘要 作者分享了其设计模型更新，推荐使用 ChatGPT 的 images2 进行设计图生成，认为它是目前最好用的出图工具。相比 Grok 自带的 imagine 工具，images2 在中文汉字渲染上表现更稳定。作者使用的是 Codex CLI，并询问社区其他人的生图模型偏好，预告将公开发布这个私有 skills。 💡 主要观点 ChatGPT imag

豆包与即梦 Seedance 2.0 提示词库分享

📌 一句话摘要 分享一套针对豆包和即梦 Seedance 2.0 的全量提示词库。 📝 详细摘要 作者分享了一份包含网上热门 Prompt 的提示词库，专门针对豆包和即梦 Seedance 2.0 模型，旨在帮助用户更好地使用这些 AI 工具。 💡 主要观点 针对性强 提示词库专门针对豆包与即梦 Seedance 2.0 进行优化。 📊 文章信息 AI 初评： 78 来源： LanfAI(@Huahuazo) 作者： LanfAI 分类： 人工智能 语言： 中文 阅读时间： 1 分钟 字数： 100 标签： AI 与智能应用 , 提示工程 , 大语言模型

Linus用Claude Code改Linux内核，大神也没兜住代码里的Bug

Bluesky expands its AI-powered Attie app to let anyone build websites, games, and more

Bluesky is bringing “social vibe coding” to its experimental Attie platform, allowing users to create interactive experiences like games, quizzes, and websites that can tap into the social network's audience.

Krea 3 图像模型通过 ComfyUI Partner Nodes 上线

Krea 3 图像模型现已在 ComfyUI 通过 Partner Nodes 提供，主打基于参考图的生成与编辑。模型强调更快的迭代速度和更低的单张成本，支持按上传顺序引用多张参考图、保持产品标签形状材质不变的前提下修改环境光影构图，并可将生成结果作为新输入继续编辑。

一面专注体验，一面表达个性：麦金獭钢化膜与极稚墨水屏手机壳体验

从正面的手感与显示聊起，再翻到背面看看换图的玩法。 查看全文

[AINews] AI Engineer NYC: Gemini 4 Argon, Vals AI Benchmarks

Gemini 4 Argon went GA today, but we already gave it title story 2 weeks ago and most benchmarks, like CursorBench , simply independently confirm their claims. About 20,000 joined AIE NYC today for keynotes from the frontier of AI x Finance, from Anthropic showing how they are bu

Lab-in-the-Loop at Compute Speed — Ian Quigley, Leash Bio

A few years ago I stumbled upon Leash Bio’s Substack , and was hooked. Be it their Kaggle competition that showed that no, we really haven’t solved protein-ligand binding , or their crazy discovery that knowing a molecule’s author is perhaps all you need to know to predict how go

On-demand mode for Pinecone BYOC

On-demand mode for Pinecone BYOC

Weaviate security release - Medium severity fix for a cross-collection vector disclosure in nearObject (CVE pending assignment)

Weaviate v1.39.3 fixes a medium-severity authorization issue in the nearObject GraphQL operator.

Zuck’s wonder...full

Hi folks, quick aside: I’m working on something for non-developers who don’t quite know what to use personal agents for. Maybe you chat with it but you’re not quite seeing why everyone’s raving about them. If that’s you, please reply to this email. I’m looking for ~20 people to t

UCLA builds a humanoid from smartphone

PLUS: Tesla is developing a robot skin

Microsoft's Jacob Andreou on AI's product gap

How Microsoft rebuilt the new Copilot with capabilities to address a growing gap in AI