今日必看

An Evolutionary Agentic Approach for Open-ended Image Quality Perception

arXiv:2609.22942v1 Announce Type: new Abstract: Generative models are rapidly expanding image quality assessment (IQA) beyond traditional fidelity factors to emerging dimensions such as physical plausibility and text-rendering correctness. However, existing IQA models rely on fix

Anatomy-Change-Aware Bidirectional Selective State-Space Memory for Clinically Deployed Thoracic Radiotherapy Auto-Contouring

arXiv:2609.16036v2 Announce Type: replace-cross Abstract: We developed DAMM-Net++, a 2.5D architecture for thoracic OAR and target volume segmentation that addresses three persistent challenges in radiotherapy auto-contouring: inter-slice surface incoherence, systematic failure o

Benchmarking Off-the-Shelf Multimodal AI Models Against Dermatologists on Patient-Captured Skin Images

arXiv:2609.24190v1 Announce Type: new Abstract: Artificial intelligence (AI) has advanced at a rapid pace in recent years. Initially, breakthroughs in large language models caught widespread attention. However, recent generations of frontier AI models have adopted multimodal capa

Beyond Natural Language: An Agent-Native Language for Autonomous Science

arXiv:2609.25421v1 Announce Type: cross Abstract: As autonomous AI agents take on every stage of scientific inquiry, research output is expanding far beyond human review capacity. Yet scientific communication still relies on natural-language prose: an informal medium prone to amb

Deprecation notice: All-platform CodeQL bundle

Starting with CodeQL CLI 2.27.0 , the all-platform CodeQL bundle (i.e., codeql-bundle.tar.gz and codeql-bundle.tar.zst ), which includes the binaries for all supported platforms up to this release, is marked as deprecated. In mid-March 2027, we will remove the all-platform CodeQL

Qwen-Image-2.1 登顶 Arena 图像编辑与文生图开源榜第一

通义千问宣布 Qwen-Image-2.1 在 Arena 的 Image Edit Arena 和 Text-to-Image Arena 均为开源模型第一。引用内容显示其 Image Edit Arena 得分 1367，总榜第 16，距第 15 名 GPT-Image-1.5-high-fidelity 仅 3 分，官方邀请用户体验该模型。 🔗 阅读原文 via AIHOT · https://aihot.news/items/cmudfo3yi090orogg6bl51tiq

Parallel cut research time and cost in half with GPT‑6 Astra

GPT‑6 Astra allowed Parallel’s agents to research and synthesize labor-market data in half the time and at half the cost vs. prior models.

Security improvements for SSH

We’re removing several SSH algorithms, adding a new algorithm, and requiring larger RSA SSH keys to improve security. The changes are as follows: We’re removing the ability to use RSA keys using SHA-1 in SSH (i.e., the ssh-rsa signature type, including ssh-rsa-cert-v01@openssh.co

Priorities and principles for effective third party assessments

OpenAI outlines priorities and principles for rigorous, secure, and independent third-party AI safety assessments of frontier models and safeguards.

Jev Wrapped

See how much of a Telegram channel is ads and clickbait Discussion | Link

Refreshed repository pull requests page generally available

The new repository pull requests page is now generally available to all GitHub users. Highlights The new page makes it easier to find and act on pull requests in a repository, with new filtering and search options to help you find exactly what you’re looking for: Content assist h

Jotai 3.0 带来仅支持 ESM 的现代化包，摒弃旧版构建方式和已弃用 API

GitHub Enterprise adds credential inventory exports

Enterprise owners can now export a complete inventory of every credential that can access their enterprise (e.g., SSH keys, classic and fine-grained personal access tokens, OAuth App access tokens, and GitHub App user-to-server and installation tokens). This enables enterprise ow

从 GitHub 热榜看技术风向：开源项目选型、拆解与避坑指南

📌 一句话摘要 一位有十年技术选型经验的开发者，以 2026 年 9 月 14 日 GitHub 日榜为样本，系统梳理了 AI 应用层、开发者体验与小而美工具三大趋势，并给出从五分钟速筛到落地避坑的完整方法论。 📝 详细摘要 作者基于每天浏览 GitHub Trending 的长期习惯，选取 2026 年 9 月 14 日的日榜做完整拆解。他先给出当日榜单的三个趋势信号：AI 相关项目从底层基础设施转向应用层工具，开发者体验（DX）类项目持续升温，以及定位聚焦的「小而美」效率工具被低估。随后按类型点评了 AI 编程辅助、本地知识库与智能问答、命令行增强与

The current balance of power in open models

Advisory Group on Mathematics and Artificial Intelligence

OpenAI is working with an independent Advisory Group on Mathematics and Artificial Intelligence to guide the review and communication of emerging AI results.

Higgsfield AI ships new video features in a day with GPT-6 Astra

With GPT-6 Astra, Higgsfield AI makes video ad creation easier for small businesses and brings new creative tools to market faster.

Building standards for the next phase of AI

OpenAI outlines a path to shared global AI standards, calling for coordinated evaluation, reporting, and governance to improve safety.

MCP was always a bad idea?

My comment on MCP was always a bad idea? — Hacker News. This article entirely misses the value that MCP brings today. Sure, there's almost no reason to use MCPs if you are running a full-blown terminal agent (Claude Code, Codex, Meta Muse, OpenClaw etc) with unfettered internet a

一台主机，多重角色：新款 Mac mini 首发体验

Macmini虽然不是性能最强、体验最完整的Mac电脑，但在AI时代，它或许比以往任何时候都更适合家庭用户。从年初OpenClaw的现象级走红，到如今Codex引领Agent工作方式潮流，这台小巧精悍 ... 查看全文

Expanding OpenAI Academy with new learning paths

Explore new OpenAI Academy learning paths for employees, developers, leaders, educators, and students to build and demonstrate practical AI skills.

Apple has added persistent 'ads' to iOS, and it's driving users crazy

Debating RSI, the US-China Gap, and Jaggedness with JS Denain of Epoch AI

This episode is with Jean-Stanislas “JS” Denain of Epoch AI, who leads their Insights Team and is one of the people I find myself debating the state and trajectory of AI with more and more. We’ve had follow-on discussions of many of my favorite recent posts online and/or in priva

AI 改变跨平台开发取舍，Shopify 弃用 React Native，改用 Swift 和 Kotlin