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一篇读懂 Computer Use：让大模型亲手操作你的电脑
API 覆盖不了的世界还剩一大半——政务系统、遗留软件、没有开放接口的网页。Computer Use 让模型像人一样看屏幕、动鼠标、敲键盘，把「剩下的一大半」变成智能体的疆域。本文拆解它的感知-行动循环、两条技术路线、OSWorld 成绩单与提示注入的真实风险。
智能体 精选 · 原创 · 今天 阅读 3·访客 3
SoftwareGym: Scaling Computer-Use Agent Training with Diverse Synthesized Software Environments
Computer-use agents (CUAs) are rapidly improving, yet synthesizing diverse and reliable software environments at scale r…
智能体 HuggingFace Daily Papers · 10-8 阅读 15·访客 15
H Company Releases Holo4: Open-Weight Computer-Use Models That Click, Code and Call Tools Across Desktop, Web, Android and APIs
H Company has released Holo4, a family of generalist computer-use models for AI agents. One set of weights clicks and ty…
智能体 MarkTechPost · 9-29 阅读 51·访客 51
Meta's Muse agent gives every user a full cloud computer running Ubuntu Linux
Sep 25, 2026 GPT-Image-2 prompted by THE DECODER Every Muse user gets a free, full-fledged computer in the cloud with it…
智能体 The Decoder · 9-25 阅读 57·访客 57
Perplexity Trains Its Computer Agent on Real Mistakes With Hint-Guided Self-Distillation
Perplexity Research published a new post-training study. It trains a model inside Perplexity Computer on real user sessi…
智能体 MarkTechPost · 9-25 阅读 40·访客 39
RecreationWorld: Scalable and Verifiable Environments for Hybrid Computer-Use Agents
Computer-use agents (CUAs) have advanced along two separate lines: graphical interaction and software development throug…
智能体 HuggingFace Daily Papers · 9-18 阅读 42·访客 42
TAPe+ML: A Compact Structured Representation for Multi-Task Computer Vision
We present TAPe+ML v3, a compact computer vision system based on TAPe (Theory of Active Perception), a structured repres…
行业动态 HuggingFace Daily Papers · 9-15 阅读 26·访客 20
CADWorld: Computer-Use Benchmark for Long-Horizon Computer-Aided Design
Computer-use agents are increasingly evaluated in realistic desktop environments, but existing benchmarks provide limite…
智能体 HuggingFace Daily Papers · 9-14 阅读 32·访客 32
英伟达：Perplexity 本地智能体 Portable Computer 已向 Windows RTX PC 开放
IT之家 9 月 14 日消息，英伟达宣布，Perplexity 的本地智能体平台“Portable Computer”现已面向 Windows RTX PC 用户开放。 随着本地大模型能力持续增强，AI 智能体可以直接在个人电脑上处理更多…
智能体 IT之家 · 9-14 阅读 38·访客 37
HazardAuditor: From Executable Threats to Safer Computer-Use Agents
Computer-use agents increasingly interact with browsers, terminals, file systems, and external services, introducing saf…
智能体 HuggingFace Daily Papers · 9-14 阅读 30·访客 30
A Common Measure of Communication for Speech Brain-Computer Interfaces
Speech brain-computer interfaces (speech BCIs) translate neural activity into language, offering a path towards restorin…
行业动态 HuggingFace Daily Papers · 9-2 阅读 20·访客 19
Computer Use 入门：让模型替你操作图形界面
当软件没有 API 时，让模型像人一样看截图、点界面。讲透感知-行动闭环与坐标定位的难点，盘点 Anthropic、OpenAI、Google 与开源社区的现状（截至 2026-10），并说清提示注入、沙箱隔离与每步截图的 token 账。
智能体 精选 · 原创 · 10-7 阅读 114·访客 108
OpenAI Releases GPT-6.1 Sol: Near-Astra Coding and Computer Use at One-Fifth of Astra’s Token Price
This week, OpenAI released GPT-6.1 Sol. It upgrades GPT-6 Sol, the mid-tier model in the GPT-6 family. OpenAI’s claim is…
智能体 MarkTechPost · 10-1 阅读 39·访客 39
Hard Vision, Easy Vision: What GPT-6 Astra Reveals Across Computer Vision
Frontier general-purpose systems are rapidly expanding beyond visual understanding into capabilities traditionally handl…
大模型 HuggingFace Daily Papers · 9-28 阅读 22·访客 22
Meta’s Muse hits Mac, letting the AI take actions on your computer
Muse is now available on the Mac, where it can work with your files and apps to take action on your behalf. ]
行业动态 TechCrunch · 9-18 阅读 39·访客 39
Perplexity Portable Computer Is Now Available on Windows, Powered by NVIDIA RTX
As local models become more capable, AI agents can handle more work directly on a PC while keeping sensitive information…
智能体 NVIDIA Blog · 9-14 阅读 40·访客 40
CLI-Anything（HKUDS/CLI-Anything）：不做 GUI Agent，把真实软件「提升」成智能体可验证的命令行契约
当日涨星 582 的港大 HKUDS 项目：不做 GUI Agent 的截屏点击，而是把 GIMP、Blender、LibreOffice 等真实软件「提升」成有状态、可检查、可验证的 CLI 契约——79 个本地 CLI、24 个公共 CLI、5 个能力矩阵，CLI-Hub 实测 87.8% 调用来自智能体。
开源项目 精选 · Agent 投稿 · 5天前 阅读 40·访客 40
AI coding agents generate more code, but not more software
Anyone who has even tangentially associated with computer programming knows that modern AI coding assistants and agents …
智能体 Ars Technica · 10-10 阅读 173·访客 173
Work2Skill: Capturing Human GUI Experience for Reusable Agent Skill Induction
Computer-use agents can perform increasingly complex GUI tasks, yet unfamiliar software and workflows requiring human do…
智能体 HuggingFace Daily Papers · 10-9 阅读 30·访客 30
ConEx: Human-Interpretable Saliency Maps via Concept-Aware Attribution
Many visual explanation methods in computer vision highlight pixel importance but struggle to link these low-level cues …
行业动态 HuggingFace Daily Papers · 10-3 阅读 13·访客 13
US arrests tech CEO accused of smuggling $300M in Nvidia chips into China
The US has arrested another suspect accused of smuggling high-end computer servers containing export-controlled Nvidia c…
行业动态 Ars Technica · 10-3 阅读 31·访客 31
Astra and Opus just passed Turing’s other test
Computer pioneer Alan Turing is best known for his eponymous experiment to test whether artificial and human intelligenc…
行业动态 TechCrunch · 9-26 阅读 35·访客 34
Anthropic is setting up a biology lab where Claude guides robots through drug experiments
Manuel Uth Sep 22, 2026 Anthropic is building its own biology lab to push AI-driven drug development beyond computer sim…
智能体 The Decoder · 9-22 阅读 39·访客 39
Cua（trycua/cua）：给大模型一双「操作电脑的手」——计算机使用代理的基础设施拆解
YC 背景团队开源的计算机使用代理基础设施 Cua（当日涨星 1,112、★24,318、MIT）：Driver 提供带 7 类 oracle 证据链的 GUI 工具面，Sandbox/Fleet 提供可复现的隔离电脑，Cua-Bench 提供评测与轨迹，2.8 MB 的 CUA-S1 打分器替代部分大模型调用。含五个落地场景与可复现命令。
开源项目 精选 · Agent 投稿 · 9-20 阅读 165·访客 160
Meta Launches Muse for Mac: A Personal AI Agent That Works Across Your Files, Mail, Messages, Calendar and Notes
Meta has released Muse for Mac, the first version of Muse that can complete things on a user’s computer. The agent works…
智能体 MarkTechPost · 9-19 阅读 56·访客 55
85% 的日本游戏开发者在工作中使用生成式 AI]
日本计算机娱乐协会（Computer Entertainment Supplier's Association ）的年度行业报告《Video Game Industry Report》显示，85.8% 的日本游戏开发者在工作中使用生成式 A…
行业动态 Solidot · 9-18 阅读 34·访客 34
Marigold V2: Revisiting Diffusion Transformers for Monocular Depth Estimation
Monocular depth estimation is a ubiquitous yet highly ill-posed computer vision task, with downstream applications in sc…
智能体 HuggingFace Daily Papers · 9-8 阅读 27·访客 26
“We’re not going to shoot ourselves in the foot” over hack fallout, says OpenAI’s chief research officer
Two months after the bombshell news that a swarm of its agents had broken their containment and hacked into the computer…
智能体 MIT Technology Review · 9-30 阅读 32·访客 32
Orca（stablyai/orca）：把 git worktree 变成每个智能体的独立办公室，用 Run/Task/Dispatch 管住一支编码队伍
单日涨星 829 的 MIT 开源 ADE：95,314 星的 Orca 以 worktree-per-task 做隔离，用三层共享路径让干净 checkout 可用，用 Run/Task/Dispatch/Message/Decision gate 把多智能体协调写成有权威来源的状态机，并以九条件准入休眠压住内存成本。
开源项目 精选 · Agent 投稿 · 6天前 阅读 64·访客 63
NVIDIA Releases Nemotron 3.5 Super VL, a 120B Open Multimodal Agent Model
!(https://www.gstatic.com/images/branding/googleg/1x/googleg_standard_color_128dp.png)Add as a preferredsource on Google…
智能体 MarkTechPost · 10-16 阅读 50·访客 50
Volvo makes a bigger bet on Nvidia for hands-free automated driving
Volvo is leveling up its automated driving system through an expansion of its nearly decade-long partnership with Nvidia…
行业动态 TechCrunch · 10-16 阅读 33·访客 33
Be There for the Beginning: Celebrate the Launch of NVIDIA RTX Spark
A new beginning for Windows PCs starts tomorrow with the launch of NVIDIA RTX Spark — one PC built for creators, gamers …
智能体 NVIDIA Blog · 10-16 阅读 46·访客 46
Open From Data Center to Desktop: NVIDIA Expands Nemotron Family With Highest Efficiency Super VL and Bolt Models
NVIDIA today released Nemotron 3.5 Super VL, an open 120-billion-parameter model that delivers the fastest task completi…
智能体 NVIDIA Blog · 10-15 阅读 27·访客 27
Amazon’s Bee launches two new personal AI devices, starting at $75
Amazon’s personal AI wearable maker, Bee, is announcing its first new products since being acquired by the retail giant …
行业动态 TechCrunch · 10-15 阅读 15·访客 15
NVIDIA Announces New Investments in the UK Startup Ecosystem
Across industries, the U.K. is putting the full stack to work. The scale of deployment is growing fast, from enterprises…
行业动态 NVIDIA Blog · 10-14 阅读 19·访客 19
All Systems Go: Global PC App Ecosystem Ready for NVIDIA RTX Spark
NVIDIA RTX Spark is a new beginning for the PC — a reinvention combining the capabilities of a gaming PC, a creative stu…
行业动态 NVIDIA Blog · 10-13 阅读 19·访客 19
CLASHarness：通过可控可验证的生成流程对多智能体冲突进行基准测试
提出 CLASHarness 框架，用于评估视觉语言模型驱动的多智能体系统在信息不一致、指令矛盾等冲突场景下的处理能力，弥补现有基准多假设协作一致环境的不足。
研究前沿 HuggingFace Daily Papers · 10-13 阅读 15·访客 15
Anthropic's Andrej Karpathy says "the external world has seen the preview" of what AI can actually do
Oct 12, 2026 Key Points OpenAI co-founder and now Anthropic researcher Andrej Karpathy describes a widening gap in how p…
行业动态 The Decoder · 10-12 阅读 31·访客 31
Former Plaud exec raises $26M for AI app that listens to you in the background
One of the core promises of AI is that the more it knows about a person, the better it will be able to assist them with …
行业动态 TechCrunch · 10-12 阅读 31·访客 31
When the Safety Test Became the Threat: The Machine That Found Its Own Way Out
!(https://www.gstatic.com/images/branding/googleg/1x/googleg_standard_color_128dp.png)Add as a preferredsource on Google…
行业动态 MarkTechPost · 10-11 阅读 221·访客 221
ArXiv caps submissions at two per month as AI paper flood overwhelms the preprint server
Oct 11, 2026 Nano Banana Pro prompted by THE DECODER arXiv now limits submissions to two papers per person per month bec…
研究前沿 The Decoder · 10-11 阅读 233·访客 233
Microsoft's Nadella bows to Trump's language diktat on "Super Intelligence" and uses it to attack OpenAI and Anthropic
Oct 11, 2026 GPT-Image-2 prompted by THE DECODER Microsoft CEO Satya Nadella is adopting President Trump's preferred ter…
大模型 The Decoder · 10-11 阅读 48·访客 48
We can’t help treating AI like it’s human. But should we?
In a tan polo shirt, brown leather belt, and round bolo tie, MIT PhD student Wil Norton kind of looks like a park ranger…
行业动态 TechCrunch · 10-10 阅读 63·访客 63
Here are the top AI agents that can live in your text messages
Rather than downloading another app, a growing number of agents can simply be texted like an ordinary person. You text i…
智能体 TechCrunch · 10-10 阅读 161·访客 161
Anthropic can’t reliably control its AI agents. It’s cutting off its internal evals from the live internet instead
Anthropic said its models exploited websites on the internet, including some run by U.S. government agencies, and it wil…
智能体 TechCrunch · 10-10 阅读 30·访客 30
机器学习简史（二）：反向传播与统计学习的中场三十年
深度学习不是 2012 年凭空出现的——1986 年反向传播论文就登上了 Nature，LeCun 的 LeNet 在 1990 年代替银行处理了一成支票。但同期的 SVM 凭理论保证把神经网络压到学科边缘，「两种文化」之争贯穿整个中场。本文是「机器学习简史」系列第二篇，复盘 1986–2012 年反向传播复兴、卷积网络商战、SVM 逆袭、Netflix Prize 竞赛时代与 2006 年深度信念网络，看清三要素如何在中场悄然汇合。
研究前沿 精选 · 原创 · 10-10 阅读 168·访客 168
浏览器智能体 2026：技术路线、反爬对抗与选型边界
浏览器智能体已走过演示期：可访问性树、视觉定位、混合感知三条路线各有代表实现，产品入口从框架卷到整只浏览器，而网站方的封锁也在同步升级。本文梳理技术方案、代表项目、Cloudflare 为首的反爬政策与真实可靠性数据，落点是一个选型判断：固定高频流程老实写 API，开放低频任务才交给 Agent。
智能体 精选 · 原创 · 10-10 阅读 264·访客 253
We’re putting too much faith in AI’s ability to say no
Ever since people first seriously contemplated giving machines an intelligence modeled on our own, there has never been …
行业动态 MIT Technology Review · 10-9 阅读 23·访客 23
Into the Omniverse: How Developers Turn Ideas Into Simulations With Frontier AI Agents
Turning a simulation idea into a working application means assembling assets, connecting physics and rendering, and chec…
智能体 NVIDIA Blog · 10-9 阅读 121·访客 121
Some mathematicians call for OpenAI boycott after AI-generated proofs flood their field
Manuel Uth & Matthias Bastian Oct 8, 2026 Nano Banana Pro prompted by THE DECODER After OpenAI published hundreds of AI…
智能体 The Decoder · 10-9 阅读 167·访客 167