今日必看

Anthropic takes steps to block Claude from reverse-engineering video games

ATLAS-Bench: An Agentic Tool-Use Benchmark for Local Area Search

arXiv:2610.39438v1 Announce Type: new Abstract: Reliable local search is essential for LLM agents to support everyday decisions and longer plans by finding places that meet users' needs at given times and locations. Yet existing benchmarks provide limited coverage of whether sear

AgentDecept: Benchmarking Deceptive Behavior in Tool-Using LLM Agents under Pressure

arXiv:2610.39377v1 Announce Type: new Abstract: LLM agents increasingly carry out multi-turn tasks across everyday applications, yet users often see only the agent's report rather than the observations, API calls, and state changes behind it. Existing deception benchmarks have st

Build Specialized Agents on a Stack You Control with NVIDIA NemoClaw

Building an autonomous agent requires a model, a harness, and domain-specific tools. To deploy an agent more securely, developers need a runtime that enforces policies, along with optimization and observability tools for reliable execution. For production agents, the challenge li

Prospero: A new coding harness for a more civilized age

Run AI Models for Edge Application Development with Just a Few Commands

AI is expanding beyond the data center as developers build a new generation of agents to act at the edge: monitoring driver attention and cabin conditions, helping robots understand their surroundings and plan tasks, and coordinating fleets of machines on production lines. These

AI 编程导师挑战低端 Android 手机！不用服务器，Python 和 SQL 直接在浏览器里运行

他给普通人配了个 “AI 剧组”丨 100 个 AI 创业者

📌 一句话摘要 MovieFlow 创始人梁巍将 16 年的电影工业经验封装成 AI 智能体，让普通人也能轻松创作高质量视频，推动内容生产从精英垄断走向全民参与。 📝 详细摘要 梁巍，前电影制片人，现为 AI 视频平台 MovieFlow 的创始人。他将复杂的电影制作流程拆解为多个智能体，通过多模态大模型的协同，让用户只需输入简单构想即可生成连贯的视频内容。这一创新不仅降低了创作门槛，还显著提高了生产效率，为影视行业带来了新的可能性。 💡 主要观点 多智能体协同是核心竞争力 MovieFlow 通过将剧本、分镜、摄影、灯光等环节拆解为独立的 AI 智能体

telemetry.dev

LLM observability for AI agents Discussion | Link

Coding Wrapped

See how you really vibe code with Claude Code & Codex Discussion | Link

With 86% of the words, you might understand only 38% of an anime's lines

I built an AI Tamagotchi before Meta could

Mark Zuckerberg's Meta made AI look so stinking cute by giving it a squishy little face - and this holiday season, he wants to sell you a Muse Charm so you can carry your jolly AI helper around like a Tamagotchi. But I won't be buying one, because we have Muse Charm at home . It

2026 年，AI 编程 Agent 的真正分水岭——Harness 详解

📌 一句话摘要 本文深入探讨了 AI 编程 Agent 的核心架构，强调了 Harness（执行框架）在决定 Agent 实际表现中的关键作用，并分析了开源社区和官方解决方案的最新进展。 📝 详细摘要 随着大模型能力的趋同，Harness 成为区分优秀与普通 Agent 的决定性因素。文章通过具体案例（如 Can Bölük 的 Hashline 实验）展示了优化编辑工具如何显著提升成功率，并介绍了 Oh-My-* 生态中各项目的创新功能。同时，分析了 Anthropic 的 Claude Managed Agents，其通过解耦 Brain、Hands

Making it easier for websites to express AI training preferences

OpenAI will honor a shared robots.txt signal to help website operators communicate their AI training preferences to participating providers.

Community safety report and new protections for teens

OpenAI is strengthening violence prevention in ChatGPT with expanded safeguards, earlier interventions, and a new commitment to public safety reporting.

Do the math: How we took over ChatGPT accounts

[AINews] Google admits AI Mode hurts Search revenue; -15% $500B drop worst since 2004 IPO. AI Bear Market coming?

As an engineer-focused newsletter we only very rarely let financial stories through (our last example was Jan 2025 ), but when this is about the future of Google and Google Search , with a recently departed AI leadership, you cannot not care. At its heart is the tension between o

@anthropic-ai/claude-code@2.1.316

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.

Claude Code found a root backdoor on my cheap Android TV stick, then ported mainline Linux to it over USB, with Sonnet building and Opus auditing every step before anything touched

I bought a no-name "DQ10" Android TV stick (Allwinner H618) and asked Claude Code to "reflash it with clean firmware and make it safe". About two days later: the stick runs mainline U-Boot + Armbian (kernel 6.18.53) from its own eMMC; the factory Android is completely wiped, and

[AINews] Building AIE CODE: The top Coding Agent Conference

It’s a quiet day, so as we have done once per conference, we’ll do a behind the scenes look at AI Engineer , now serving 6M views a month for 1.8M monthly unique viewers . CODE is the last flagship AIE of the year (there are also 2 partner conferences coming up - AIEi Shanghai ta

Generate and edit images directly in Copilot

You can now generate and edit images using natural language in GitHub Copilot. When you ask for an image, your selected reasoning model calls a dedicated image-generation tool powered by GPT Image 2.5 Flare, previews the result inline, and saves it to your project. Previously, ge

Used Claude to Run Claude on a 38400 Baud Vintage Terminal

We have an ADDS 4000/260 old-school terminal at our Atuin office. You talk to it over serial, sending it characters to render. Note this isn't a monitor---it's literally a tiny computer that listens for serial IO and then renders the characters it receives over serial. We wired i

Build shared workflows for your team with Copilot Automations

Shared Copilot Automations are rolling out, enabling teams to build and maintain AI-powered workflows together. With Copilot Automations, you can combine prompts, triggers, and tools to design workflows around the way your team works. Copilot runs autonomously in the cloud, using

A Defense Contractor Gave Their Personal AI Agent Access to a Secure Pentagon System

Sources tell WIRED that an Accenture employee’s personal Claude agent ran on a DOD network for two months before it was identified and the vulnerability could be patched.

Google’s satellite AI server transmits its first response to Earth

Google's AI chip-equipped satellite has generated its first response from space. In a blog post on Friday, Google says it successfully booted up the satellite's Tensor Processing Units (TPUs), allowing the on-board Gemma 4 model to follow through on a prompt to create a haiku abo

实测即梦短剧工作室，这可能是 Seedance 2.5 最有性价比的用法

用 AI 生成一段十几秒的视频，已经不是什么难事了。 随着视频模型的进步，越来越多创作者开始尝试更复杂的内容。从最初的一条视频，到完整的短片、商业广告，再到有连续剧情和多个角色的剧集，AI 视频创作能够完成的作品也越来越丰富。 不过，当创作对象从单条视频变成一部完整作品，需要解决的问题也多了起来。 几十甚至上百个镜头，如何保证人物形象、服装和场景的一致性？修改一段剧情，能不能同步调整后面的分镜？已经生成的视频，如果只有几秒钟不满意，还需要全部重新生成吗？ 过去，即梦已经提供了不少面向短片、商业广告等专业创作场景的工具。现在，即梦开始进一步探索剧集创作，正

7500 元！第一副安卓 XR 眼镜来了，比苹果更轻更好戴

北京时间 10 月 29 日凌晨，在 Google Android 开发者峰会（Android Dev Summit 2026）的舞台上，预热已久的 XREAL AURA 正式宣布商业上市。 作为全球首款搭载 Android XR 操作系统的有线分体式 XR 眼镜，它也是高通全新骁龙 Reality Elite（Snapdragon Reality Elite）平台的首发落地终端。 图源：Threads @michaelbtech 先说价格。相比于此前 10 月初公布的预售价，XReal 给了一个「惊喜价」： 12GB + 256GB 版本：原定售价 1

Grok vs. Dot vs. Muse vs. Claude Duet: which one crushes the competition?

I have personal-agent fatigue, so I ran the first How I AI personal-agent benchmark: Grok Bot, Dot, Muse, and Claude Duet across nine real tasks, from a Slack reply and a Sentry bug to a Figma thumbnail, inbox triage, a family newspaper, physics homework for a fourth grader, shoe

AI is overwhelming and I’m doing it wrong

Let’s talk about this… Where do I even start? It seems like a lot of people are feeling this too. The constant barrage of new products, models, capabilities, threats, whatever is one thing. But seeing people with 20 personal agents for managing their social content or just life.