今日必看

Globally, More People Expect AI to Cause Job Loss Than Growth

Show HN: A map of 68 programs and jobs in AI safety research

Nine sections covering: research programs, research orgs, evaluators and red-teaming, policy and governance, career-changers, funding, courses, directories, reading. With dates and stipends checked against primary sources.

DuckDuckGo No-AI: Private Search Without AI

How workers are unlocking new ways of working

New OpenAI Economic Research shows how workers use AI beyond traditional roles and which new activities become recurring parts of their work.

Code scanning AI Scan no longer requires CodeQL default setup

You can now use AI Scan for pull requests to find security vulnerabilities, even when CodeQL default setup isn’t enabled on a repository. Previously, AI Scan for pull requests only ran on repositories where CodeQL default setup was configured. What’s changed Code scanning and AI

纽约时报诉 OpenAI 与微软案解封文件披露 AI 抓取被称为史上最大劳动窃取

纽约时报诉 OpenAI 与微软版权案的新解封文件披露，微软高管 Brent Hecht 在内部备忘录中称 AI 抓取是"人类历史上最大规模的劳动窃取"，OpenAI 高管 Nick Turley 则称聊天机器人对出版商构成"生存威胁"。 🔗 阅读原文 via AIHOT · https://aihot.news/items/cmu5y1e61069vroiq1klswjin

Google will now let any AI agent run your smart home

Google is inviting third-party agents, including Claude and Open Claw, into Google Home. | Photo by Jennifer Pattison Tuohy / The Verge Google is opening up its smart home to AI agents, letting tools like Claude and Open Claw access and control your connected devices and analyze

DACA-GRPO: Denoising-Aware Credit Assignment for Reinforcement Learning in Diffusion Language Models

Diffusion large language models are a compelling alternative to autoregressive models, yet existing RL methods for diffusion treat all denoising steps as equally important and rely on biased, high-variance likelihood estimates. We identify two fundamental weaknesses: the absence

Trajectory as the Teacher: Few-Step Discrete Flow Matching via Energy-Navigated Distillation

Discrete flow matching generates text by iteratively transforming noise tokens into coherent language, but may require hundreds of forward passes. Distillation uses the multi-step trajectory to train a student to reproduce the process in a few steps. When the student underperform

Jev 模型申请与 Vercel 网关链接

📌 一句话摘要 本条推文为前一条推文的补充，直接提供了 Jev 模型的官方申请地址和 Vercel 网关链接。 📝 详细摘要 该推文提供了 Jev 模型官方 Waitlist 的申请链接以及 Vercel 网关的访问地址，作为前文的资源补充。 📊 文章信息 AI 初评： 60 来源： 向阳乔木(@vista8) 作者： 向阳乔木 分类： 人工智能 语言： 中文 阅读时间： 1 分钟 字数： 74 标签： AI 与智能应用 , 模型发布 , Next.js , Vercel , AI 基础设施 阅读推文

Seed-2.1-pro-0915 深度实测：多模态 Coding 与 Agent 能力跃升，Seed 基模开始发力

上周和杨攀、橘子、歸藏在「Next Token 词元之外」播客中聊到。 现在很多大模型都开始持续更新，不用版本号。 最近内测的 Doubao-Seed-Evolving 就是这样一款模型。 今年6月，豆包大模型 2.1 发布，已满足生产级任务，成为新的起点。 三个月后，Seed-2.1-pro 升级至 0915 版本，Doubao-Seed-Evolving 同步更新到这个版本。 Evolving 翻译过来是进化的意思，意味着豆包这个大模型会持续进化。 但是，版本稳定也很重要，为方便用户适配，字节技术团队把近期表现最好的版本固化为 Seed-2.1-pr

Muse review: The personal AI agent that gets consumer UX right

I spent a few hours putting Meta’s Muse, its new personal AI agent, through a real first-pass test: onboarding, calendar management, goal setting, a one-shot family morning newsletter, browser-based shopping, and the animated avatar that honestly surprised me. Listen or watch on

广电总局：机顶盒功能将以软件形态内置于电视机

📌 一句话摘要 国家广电总局与工信部制定一体化电视技术标准，将机顶盒功能以软件形态内置于电视机中，旨在打造极简终端，实现一键畅享全类型电视业务。 📝 详细摘要 国家广播电视总局在国新办新闻发布会上宣布，今年将会同工业和信息化部制定一体化电视技术标准。该标准的核心是将传统的机顶盒功能通过软件形式直接内置在电视机中，从而简化硬件终端形态。用户未来无需额外连接机顶盒，即可通过一台电视和通用遥控器实现直播、点播等全类型电视业务的一键式操作。 💡 主要观点 推动电视终端形态极简化 通过将机顶盒功能软件化并内置于电视机，消除外部硬件冗余，提升用户使用体验。 建立跨部

Can Skills Learned in Games Transfer to Real-World Work?

“Games have always been these underrated educational tools. They’re super approachable. They’re very human.” Those are the words of Alex Duffy , co-founder and CEO of Good Start Labs , who spoke to Latent Space about why his company is turning games into training material for AI

[AINews] AEF-1 standard emerges for Third Party Evaluators, as Xai, OpenAI, and Anthropic all cosign

We last highlighted the pacing debate in July when Pacing the Frontier first emerged: And it seems that we’re in for round 2 as Dario, lead author on the original, wrote a rare personal blogpost to spell out how he sees pacing pan out specifically: Embedded Evaluators. Each front

🎙️ How I AI: How two SpaceXAI designers use Grok Bot to do their jobs

How Grok Bot designers use AI agents to build personal sites and product prototypes Listen now on YouTube • Spotify • Apple Podcasts Brought to you by: WorkOS —Make your app enterprise-ready, with SSO, SCIM, RBAC, and more Vanta —Automate compliance and simplify security John Bai

生数科技发布 Vidu S2：含 Avatar 与 Editing 双模型，探索空间视频

生数科技正式发布 Vidu S2，包含面向数字角色实时交互的 Vidu S2-Avatar 和面向视频流实时编辑的 Vidu S2-Editing，并探索面向 VR 头显的实时空间视频生成与编辑。 🔗 阅读原文 via AIHOT · https://aihot.news/items/cmu2t7e9005xhro3xi5oq27e7

Good luck slowing this down

Hi folks, How tf do I write an intro to the craziness that’s happened since the end of last week?! I got access to Instinct, the personal agent all the VCs are raving about - I think it’s a bit meh? I don’t know if it’s the pro-activeness that people seem to like, but I don’t lov

🤖 AI Agents Weekly: OpenAI Agents API, Cognition SWE-2, DeepSeek-V4.1-Flash, Cursor Projects, Sakana Fugu Max, Meta Muse, and More

In today’s issue: OpenAI launches the Agents API Cognition ships SWE-2 DeepSeek drops V4.1-Flash Sakana ships Fugu Max and Ultra v2 Meta launches Muse personal agent GPT-Live-1 arrives in the API Claude Code adds plugin evals ChatGPT Work gets a Data agent Cursor introduces Proje

Marketing ops as code: Automating events from planning to follow-up on GitHub

I run marketing for GitHub in Japan and Korea, and events are the heartbeat of it: a recurring webinar series for enterprise developers, community meetups in Tokyo, invite-only executive sessions in Seoul. What does a developer in this market actually need right now? Which topics

Best Knowledge Engine Platforms in 2026

Best Knowledge Engine Platforms in 2026