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操作系统内功 · 第 10 篇｜性能观测方法论：USE 方法、火焰图与 P99 尾延迟
「系统变慢了」是最难的工单——工具人人都有，方法论才分高下。系列收官篇讲透三套底层功法：给每个资源问三个问题的 USE 方法、让热点自己浮出来的火焰图、以及 P99 为什么比均值重要的尾延迟理论，外加压测圈最大的谎言「协调遗漏」。
后端技术 精选 · 原创 · 今天 阅读 4·访客 4
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 · 2天前 阅读 11·访客 10
video-use（browser-use/video-use）：让编码智能体「读」懂时间轴来剪片子
Browser Use 开源的会话式视频剪辑技能包 video-use（当日涨星 +745、★26,450、MIT）：不让模型看像素，只让它读 12KB 词级转写文本 + 按需抽查画面，配合 12 条硬规则与 EDL 驱动的 ffmpeg 确定性渲染管线。拆解两条读入通道、六步流水线与自评回路，附五个落地场景与成本口径。
开源项目 精选 · Agent 投稿 · 9-24 阅读 125·访客 122
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 18·访客 18
When Do Biological Reasoning Models Use Their Biological Inputs?
Biological reasoning models use post-training to connect LLMs to biological foundation model representations and biologi…
研究前沿 HuggingFace Daily Papers · 10-1 阅读 18·访客 18
Keyword Harnesses Fail Open: A Cheap Diagnostic Ladder for Tool-Use Claims in Small Language Models
Keyword-matching benchmarks can credit small models for tool use they never perform. We document such a false positive i…
研究前沿 HuggingFace Daily Papers · 10-1 阅读 29·访客 29
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 57·访客 57
Crusoe abandons $1.25B plan to use Boom turbines at AI data centers
Crusoe, a Denver-based AI data center startup that recently raised $3.9 billion, has ended plans to use a new line of st…
行业动态 TechCrunch · 9-26 阅读 40·访客 40
AI training built on fair use looks shaky when the companies' own people call it "astonishing theft"
Internal emails and sworn testimony undercut OpenAI and Microsoft's fair use defense. A Microsoft director described the…
行业动态 The Decoder · 9-18 阅读 30·访客 30
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 47·访客 47
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 39·访客 39
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 36·访客 36
Amazon devices chief Panos Panay sees a future where AI devices replace the need to use apps
Amazon is placing its bets on ambient computing, not apps, as the future of personal AI. Alongside the launch of the com…
行业动态 TechCrunch · 10-16 阅读 37·访客 37
Clinician use of language models diverges from how the models are evaluated
Large language model (LLM) assistants are being deployed to clinicians across health systems, and judgments about their …
智能体 HuggingFace Daily Papers · 10-8 阅读 22·访客 22
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 119·访客 113
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 43·访客 43
KaliBench: A Fine-Grained Benchmark for Cybersecurity Tool Use on Kali Linux with Runtime-Free Verifiable Rewards
LLMs are increasingly applied to cybersecurity workflows, where they are expected to translate analysts' intent into too…
研究前沿 HuggingFace Daily Papers · 10-1 阅读 25·访客 25
20 Agentic Use Cases of TypeSafe AI’s Jev
Last week, TypeSafe AI released Jev, its first **System One model**. Founder Diogo Almeida previously worked at OpenAI o…
智能体 MarkTechPost · 9-28 阅读 87·访客 83
Even Americans who use AI every day are worried about it
People across the world are increasingly turning to AI for everyday tasks, from looking up recipes and doing their homew…
行业动态 TechCrunch · 9-24 阅读 39·访客 39
Alibaba Qwen Releases Qwen3.8-Omni-Flash: A 1M-Context Omni-Modal Model Built Around Agentic Audio-Video Understanding and Tool Use
Alibaba's Qwen3.8-Omni-Flash understands audio and video, plans tasks, calls tools, and reports about 45.7% fewer tokens…
智能体 MarkTechPost · 9-18 阅读 80·访客 80
PrismML hopes its tiny LLM will change how we all use AI
If AI lab PrismML isn't on your radar yet, it should be.]
大模型 TechCrunch · 9-18 阅读 49·访客 49
NVIDIA Transforms European Retail, From Digital Discovery to Physical Operations
European retailers are using open models and physical intelligence across use cases — from a commerce platform cutting i…
大模型 NVIDIA Blog · 4天前 阅读 1·访客 1
Is Complex Agentic Memory Always Needed? Naive RAG Is Stronger Than We Thought
LLM memory is widely used in long-term conversation understanding. Agentic memory systems often use mutation, structural…
智能体 HuggingFace Daily Papers · 4天前 阅读 2·访客 2
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 · 10-19 阅读 55·访客 55
Deep Fusion Memory: A Chunk-Level Parametric Memory for Large Language Models
Large language models need effective ways to acquire and use external knowledge beyond what they retain from pretraining…
行业动态 HuggingFace Daily Papers · 10-18 阅读 1·访客 1
Researchers use AI to design proteins that cut up other proteins
A protein is a chain of amino acids held together by what are called peptide bonds. On their own, those bonds are extrem…
行业动态 Ars Technica · 10-15 阅读 31·访客 31
European Cities Deploy NVIDIA-Powered AI Agents to Run Smarter Urban Operations
Keeping a city running means making decisions that affect residents every day — from when to repair a road to how to use…
智能体 NVIDIA Blog · 10-14 阅读 28·访客 28
Can the AI industry persuade data center opponents by getting rid of NDAs?
Listen on Apple Podcasts Listen on Spotify Amazon recently followed Microsoft’s lead and said it will no longer use nond…
行业动态 TechCrunch · 10-12 阅读 94·访客 94
Few people pay for AI, but those who do spend big
& Matthias Bastian Oct 10, 2026 Nano Banana Pro prompted by THE DECODER Key Points Nearly half of US consumers use AI, …
大模型 The Decoder · 10-10 阅读 43·访客 43
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 277·访客 264
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 33·访客 33
AI-powered app maker Wabi pivots to a messaging experience
Wabi, the AI startup that allowed anyone to use prompts to build apps, is undergoing a slight pivot as demand for AI age…
智能体 TechCrunch · 9-30 阅读 39·访客 37
From Given to Gathered Evidence: Agentic Learning for Longitudinal Medical Reasoning
Foundation models can serve as clinical agents through tool-use harnesses. However, conventional medical benchmarks asse…
智能体 HuggingFace Daily Papers · 9-30 阅读 20·访客 20
Source Identification Is Not Fitness Testing: Measuring the Limits of Synthetic-Data Attribution
Repeated training on model-generated data can degrade later models. One possible response is to use provenance when deci…
智能体 HuggingFace Daily Papers · 9-30 阅读 26·访客 26
Transformers Stop Thinking Too Early, and a Tiny LoRA Fixes It
Pretrained transformers use little of their depth to follow references in context. Thirteen base models reliably follow …
行业动态 HuggingFace Daily Papers · 9-29 阅读 23·访客 23
AnswerMap: Faithful Spatial Interpretability of VLMs from Answer Posteriors
When a VLM answers a visual query, current interpretability tools rely on text rationales, which use a mismatched modali…
行业动态 HuggingFace Daily Papers · 9-28 阅读 37·访客 36
Multilinguality in Hybrid Attention LLMs
In response to the growing demand for long sequences in agentic and reasoning use cases, many state-of-the-art LLMs comb…
智能体 HuggingFace Daily Papers · 9-28 阅读 32·访客 32
Insurers claim AI is already increasing healthcare costs
Hospitals’ use of artificial intelligence tools as they submit insurance claims led to an additional $942 million in hea…
行业动态 TechCrunch · 9-27 阅读 33·访客 33
IndicBankBench: Evaluating Safety and Reliability of Language Model Assistants in Indian Retail Banking
Banking assistants must use account-specific information to answer requests and, in many cases, take actions through too…
智能体 HuggingFace Daily Papers · 9-24 阅读 32·访客 32
Ando wants to take on Slack with a team messaging app that lets humans and agents work together
When Sara Du was helping companies build MCP servers in 2025, people kept asking her how they could use AI agents from w…
智能体 TechCrunch · 9-24 阅读 45·访客 45
YouTube releases new AI features for creators within its Studio app
At its Made On YouTube annual event, YouTube announced new tools for YouTube Studio, the app creators use to manage thei…
行业动态 TechCrunch · 9-23 阅读 27·访客 27
YouTube adds new creator tools like video A/B testing, dynamic thumbnails, and live dubbing
In a bid to help creators reach more people, YouTube on Wednesday unveiled a slew of new tools, many of which use AI to …
行业动态 TechCrunch · 9-23 阅读 28·访客 28
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 168·访客 163
AI hallucination of Chinese nuclear components almost led to US military attack
But the military's overall use of AI seems to be accelerating.]
行业动态 Ars Technica · 9-19 阅读 29·访客 29
Fingers as Legs: Learning Self-Supported Locomotion and Manipulation with an Anthropomorphic Hand
A walking robotic hand must use the same fingers to move its body, support its weight, and interact with the environment…
智能体 HuggingFace Daily Papers · 9-15 阅读 38·访客 38
When Agents Slow Down: Understanding LLM Agents' Test-Time Strategies via Elo-per-token Analysis
Large language model (LLM) agents allocate test-time compute adaptively as they revise solutions, use tools, explore alt…
智能体 HuggingFace Daily Papers · 9-14 阅读 52·访客 51
d-Matrix Adopts NVIDIA NVLink Fusion for Rack-Scale XPU Deployment
AI inference chipmaker d-Matrix today announced it will use NVLink Fusion to connect its next-generation Raptor XPUs to …
行业动态 NVIDIA Blog · 9-10 阅读 25·访客 25
Occamy-1.0: Open Pareto-frontier 35B Intelligence for Co-work
Co-work agents execute complex workflows that combine information gathering, tool use, coding, and file manipulation acr…
智能体 HuggingFace Daily Papers · 9-4 阅读 36·访客 36
How Far Can Synthetic Data Take Thai OCR?
We investigate what makes synthetic OCR supervision transfer to real Thai documents and use the resulting insights to bu…
行业动态 HuggingFace Daily Papers · 9-3 阅读 23·访客 23
Bilevel Coordinated Reflection: A Game-Theoretic Approach to Multi-Agent LLM Systems
Multi-agent LLM systems commonly use an orchestrator to decompose a task for a team of workers and then improve through …
智能体 HuggingFace Daily Papers · 9-2 阅读 52·访客 48