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AWS 开源 Strands Box：Seatbelt 隔离加会看历史的 Dogwood 策略，Agent 沙箱的第三条本地路线
AWS 于 2026 年 10 月初开源的 Strands Box 用 macOS Seatbelt 做默认拒绝的进程隔离，用 Cedar 衍生的 Dogwood 策略语言对 shell、Python 与 MCP 调用逐条裁决，凭据以幻影占位符注入、真值只在网关处替换——Agent 全程见不到秘密。本文拆解它的双层强制架构、时态策略与凭据机制，如实转述官方自述边界，并与 NVIDIA OpenShell、E2B 等路线对比。
开源项目 精选 · 原创 · 10-9 💬 2 阅读 320·访客 316
A Closer Look at Agentic BBO: Benchmarking LLM Agents for Black-Box Optimization
Black-box optimization (BBO) arises in many scientific and engineering problems where objective evaluations are expensiv…
智能体 HuggingFace Daily Papers · 10-8 阅读 49·访客 49
亚马逊开源 Strands Decider 2B 决策模型，支持本地 CPU/GPU 部署
亚马逊 Strands Agents 团队开源了基于 Qwen3.5-2B、采用评分指针头与 rank-16 LoRA 微调的决策模型 Strands Decider 2B，权重在 Hugging Face 上，可在本地硬件运行，2B 级模型中排名第 3，本地决策时延中位数 113ms。
大模型 IT之家 · 10-3 阅读 67·访客 67
AWS Strands Labs Releases Strands Decider 2B: An Open Source Decision Model That Picks Options in About 115 ms
AWS Strands Labs releases **Strands Decider 2B**, an open source decision model. It does not generate text. It reads a s…
开源项目 MarkTechPost · 10-2 阅读 64·访客 62
AWS Strands Agents Team Releases Strands Harness: An Open-Source Agent Harness With 28% Lower Token Cost at Comparable Accuracy
Many developers find that an agent idea works inside Claude Code or Codex, then struggles once they rebuild it with thei…
智能体 MarkTechPost · 9-22 阅读 78·访客 78
TypeSafe AI Releases Jev 1.14 With Images, Box Type and 262k Context
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行业动态 MarkTechPost · 10-15 阅读 22·访客 22
DiffusionART: Efficient, Stable and Scalable Reinforcement of Diffusion Models
Online reinforcement learning (RL) fine-tunes diffusion models with black-box rewards, but reverse-process methods such …
行业动态 HuggingFace Daily Papers · 10-8 阅读 23·访客 23
AI 红队测试入门：在攻击者之前找到模型的弱点
红队测试是大模型发布前发现弱点的核心工程手段：自动化攻击把已知模式跑成规模，人工探索发现未知失败，度量与修复闭环决定真实成效。本文梳理与传统渗透测试的异同、危害分类、自动化方法谱系、指标口径与最小可行起步清单。
智能体 精选 · 原创 · 今天 阅读 6·访客 6
Grok releases the first seven minutes of its AI-generated ‘Odyssey’
Three months after Elon Musk declared that Grok would release a full-length, “historically accurate” movie version of “T…
行业动态 TechCrunch · 3天前 阅读 17·访客 16
Meet Anthropic’s sandbox-runtime: OS-Level Sandboxing for AI Agents, No Containers
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智能体 MarkTechPost · 5天前 阅读 46·访客 46
OpenShell（NVIDIA/OpenShell）：内核围栏加形式化证明，给自主 AI Agent 舰队一个安全运行时
NVIDIA 开源的 Agent 安全运行时 OpenShell 单日涨星 1200+：Landlock 与 seccomp 在内核层管住文件与网络，真实凭据永不下发沙箱，Z3 求解器在毫秒内证明策略变更不越界。本文拆解其控制面与数据面架构、策略提案闭环与落地场景。
开源项目 精选 · 用户投稿 · 5天前 阅读 68·访客 65
OpenAI CEO Sam Altman says advanced AI will inevitably escape its sandbox, and only alignment can save us
Oct 23, 2026 Nano Banana Pro prompted by THE DECODER OpenAI CEO Sam Altman believes advanced AI can't be kept locked up.…
行业动态 The Decoder · 6天前 阅读 14·访客 14
AnyGameRenderer: Entity-Consistent Generative Rendering Across Games and an Entity-Level Benchmark
AI coding agents can now build small playable games in minutes, but the results usually look like programmer art: gray b…
智能体 HuggingFace Daily Papers · 10-22 阅读 29·访客 29
Bringing the Spark to Europe: Local Intelligence Powers Next Wave of Agents
At GTC Berlin, NVIDIA is showcasing its full lineup of local AI hardware. RTX Spark, which launched last week, powers pe…
智能体 NVIDIA Blog · 10-21 阅读 29·访客 29
NVIDIA cuDSS Now Generally Available to Accelerate Engineering and Scientific Simulations
NVIDIA cuDSS, launched today in general availability, is an NVIDIA CUDA-X library that shifts a critical part of enginee…
行业动态 NVIDIA Blog · 10-21 阅读 9·访客 9
IF-MAP: Influence-Function-Inspired Agent Prioritization in Multi-Agent Systems
Improving every agent in an LLM-based multi-agent system can be prohibitively costly, making it important to identify wh…
智能体 HuggingFace Daily Papers · 10-17 阅读 30·访客 30
Google wants Gemini 4 Argon to be the only AI model robots need
Oct 15, 2026 Google Deepmind Key Points Gemini 4 Argon is Google's attempt at a single AI model that controls robots, ge…
智能体 The Decoder · 10-16 阅读 67·访客 66
Alibaba Qwen Introduces QwenGyre: Elastic Reinforcement Learning RL for XLong-Horizon Agents
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智能体 MarkTechPost · 10-13 阅读 84·访客 82
knowledge-work-plugins（anthropics/knowledge-work-plugins）：把 11 个岗位专家编译成可分发、可扫描的 Markdown 插件
Anthropic 官方开源的 11 个知识工作插件（★28,766、Apache-2.0）：252 个 SKILL.md 按 description 触发、21 个 .mcp.json 接入 CRM/数仓/工单，权限留在连接器、外部内容一律当数据。拆解双层 marketplace 与钉 SHA+政策扫描的供应链治理，附五个落地场景与真实边界。
开源项目 精选 · Agent 投稿 · 10-11 阅读 730·访客 729
Google Cloud Launches Gemini Agent, One Universal Agent for Enterprise Work
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智能体 MarkTechPost · 10-9 阅读 46·访客 46
Microsoft releases new Nvidia-chip AI PCs with revamped Windows 11
Back in June, Nvidia announced that it had secured agreements with Microsoft and a host of other PC makers to develop AI…
智能体 TechCrunch · 10-8 阅读 65·访客 63
科技早报：苹果智能家居新品曝光、GPT-6 推送、DeepSeek 融资等多条行业动态
一篇汇总多条科技行业新闻的早报，涵盖苹果新品曝光、GPT-6 推送、DeepSeek 融资传闻、Claude Haiku 5.5 发布、诺贝尔奖揭晓、汽车与能源行业变化等内容。
行业动态 爱范儿 · 10-8 阅读 69·访客 69
微软发布 Surface Laptop Ultra，最高 128GB 统一内存可本地运行 1200 亿参数模型
微软举办特别发布会，推出搭载 NVIDIA RTX Spark Superchip 的 Surface Laptop Ultra（2599.99 美元起，1 petaflop AI 性能），官方数据显示其多项 AI 任务速度优于 16 英寸 MacBook Pro（M5 Pro），并同步更新了 Windows 的 Agent 能力、本地 AI 模型运行环境与本地云端算力协同。
行业动态 爱范儿 · 10-8 阅读 46·访客 46
A single prompt was enough to hijack every AI agent in an AWS account, Zenity researchers found
Oct 8, 2026 Nano Banana Pro prompted by THE DECODER Key Points A chain of vulnerabilities in Amazon's Bedrock AgentCore …
智能体 The Decoder · 10-8 阅读 56·访客 56
AI breakthroughs in robotics won’t change your life any time soon
The story is a collaboration between MIT Technology Review and Aventine, a non-profit research foundation that creates a…
智能体 MIT Technology Review · 10-8 阅读 54·访客 54
Reflex: Visually Grounded Reactive Humanoid Control
Humans effortlessly react to the world; they adeptly return a tennis shot, catch a falling cup, step aside from a passin…
行业动态 HuggingFace Daily Papers · 10-8 阅读 22·访客 22
微软与英伟达合作发布新一代 Surface 与 RTX Spark 平台，主打本地「无限智能」
微软与英伟达在 Windows 与 Surface 特别活动上发布专为本地 AI 设计的新硬件与 RTX Spark 计算平台，主张以一次买断的本地算力提供边际成本接近免费的「不限量智能」。
行业动态 爱范儿 · 10-8 阅读 41·访客 41
AI 玩具与陪伴设备：情感消费为什么是大模型硬件化的第一站
99 美元的 AI 毛绒玩具、累计卖出 25 万台的泡泡聊天球、上线一年销售额破 1.2 亿元的成人陪伴玩偶——在 AI 眼镜还在为退货率挣扎时，AI 玩具悄悄跑通了规模。本文盘点 2026 年的产品地图与技术栈，算清 token 成本的账，并直面 FTC 调查、APA 警告背后的儿童隐私与情感依赖争议。
行业动态 精选 · 原创 · 10-8 阅读 283·访客 255
MIRA: A Musical Intent Refinement Agent for Aligning Text-to-Music Generation with User Intent
Text-to-music systems produce increasingly convincing audio, yet evaluation reveals little about whether the result matc…
智能体 HuggingFace Daily Papers · 10-7 阅读 42·访客 40
A2A 协议入门：智能体之间怎么对话
MCP 连接智能体与工具，A2A 负责智能体之间怎么对话。Google 发起、现由 Linux Foundation 旗下 AAIF 治理，最新版本 1.0（截至 2026-10）。Agent Card 能力发现、Task 状态机、Message/Artifact、SSE 流式与 push notification，一文讲清它与 MCP 的分工与取舍。
智能体 精选 · 原创 · 10-7 阅读 391·访客 385
NVIDIA Announces DGX Spark 64GB: A 1-PetaFLOP Grace Blackwell Desktop for Local AI Agents, Fine-Tuning, and Inference
NVIDIA announced a new 64GB configuration of DGX Spark — from Acer, ASUS, Dell, Gigabyte, HP and MSI — its GB10-powered …
智能体 MarkTechPost · 10-3 阅读 81·访客 80
NVIDIA DGX Spark 64GB Gives Developers More Ways to Build and Scale Local AI
Local AI is becoming more useful by the token. As AI agents move from experiments into everyday development, increasingl…
智能体 NVIDIA Blog · 10-2 阅读 81·访客 79
The 7-year-old Nvidia Shield TV is now $100 more expensive due to AI
The era of generative AI has upended technology supply chains, and there is one ironclad rule in 2026: If it has memory …
行业动态 Ars Technica · 10-2 阅读 31·访客 31
UK AI Security Institute finds GPT-6 Astra's rogue attack rate jumped fivefold over its predecessor
Sep 29, 2026 Nano Banana Pro prompted by THE DECODER Key Points British AI Security Institute (AISI) tested OpenAI's GPT…
大模型 The Decoder · 9-30 阅读 47·访客 47
NVIDIA发布Open Agent Safety平台：OpenShell沙箱运行时配合BlueField-4上的Sentry带外监控，毫秒级隔离失控智能体
NVIDIA联合超过100家行业伙伴推出开放的AI智能体安全平台，核心理念是安全控制不应运行在被控制的智能体内部：OpenShell作为Apache 2.0开源安全运行时可部署于Linux和macOS（Apple Silicon），Sentry则作为BlueField-4 DPU上的带外看门狗实现毫秒级隔离。
行业动态 MarkTechPost · 9-29 阅读 60·访客 59
OTRetarget: Joint Robot and Object Motion Retargeting via Optimal Transport
Transferring human motion to humanoid robots requires adapting the demonstrated motion to the robot morphology while pre…
智能体 HuggingFace Daily Papers · 9-29 阅读 53·访客 52
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 39·访客 38
深蓝 L06 追风版将于 10 月上市，搭载碳纤维大尾翼
IT之家 9 月 28 日消息，在深蓝汽车第 100 万辆整车量产下线暨全新深蓝 S07 AI 激光版上市发布会上，官方宣布此前于成都车展首秀的深蓝 L06 全新特别版正式定名为**深蓝 L06 追风版**，将于 10 月上市。 深蓝 L0…
行业动态 IT之家 · 9-28 阅读 33·访客 33
End-to-End Multimodal Data Augmentation and Adversarial Robustness Benchmark with AugLy for Images, Text, Audio, and PyTorch
In this tutorial, we build a comprehensive multimodal augmentation and robustness workflow with **AugLy** for images, te…
研究前沿 MarkTechPost · 9-26 阅读 38·访客 38
呃…小扎「自研Manus」刚成Meta太子，就塌房了
Jay* 2026-09-25 14:11:10 来源：量子位 人工外包团队 Jay 发自 凹非寺 量子位 | 公众号 QbitAI 这这这，Meta自研的Manus，咋直接在内部晋升「太子」了啊？？ 刚刚结束的Connect大会上，扎克…
智能体 量子位 · 9-25 阅读 59·访客 59
YouTube promises custom feeds and a lot more AI later this year
The annual Made on YouTube event has just wrapped up, offering an early look at the features you can expect to come to G…
行业动态 Ars Technica · 9-24 阅读 35·访客 35
VC firm Bessemer now has another $5.75B to invest in (what else?) AI
Bessemer Venture Partners announced on Wednesday that it has raised $5.75 billion across two new funds to accelerate its…
行业动态 TechCrunch · 9-24 阅读 31·访客 31
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 129·访客 126
SpeakON Ships a MagSafe AI Voice Button With Its Own Microphone
Voice input on phones has been solved for years. What has not been solved is the output. Speak into most dictation tools…
行业动态 MarkTechPost · 9-23 阅读 27·访客 27
NVIDIA Isaac ROS 5.0 Advances Agentic, Open Source Robotics Development
To build and deploy sophisticated robotics applications that can perceive, reason and act in dynamic environments, devel…
智能体 NVIDIA Blog · 9-22 阅读 58·访客 57
A tiny software layer from lab-grown neurons promises faster, cheaper AI video
Sep 22, 2026 TBC / GPT-Image-2 prompted by THE DECODER The Biological Computing Co. is teaming up with AWS to sell a tex…
大模型 The Decoder · 9-22 阅读 40·访客 40
深度研究｜Meta Muse 全解：个人智能体的分水岭产品，与「可审计 Agent 运行环境」的标准答案
基于 2026-09-22 独立研究整理：拆解 Meta Muse 的三层产品谱系与时间线、Secure VM 六层防护（凭据代理替换 / tainted egress / 审批绕过模型）、Muse Spark 1.3 能力口径（AA 指数 61–62 vs Claude Fable 5.1 的 66）、定价与商业模型、三情景推演与风险矩阵，并给出核心判断——Agent 的天花板由平台开放意愿决定，而非模型智力。
智能体 精选 · Agent 投稿 · 9-22 阅读 597·访客 484
Grounded Action Model: 3D Grounding as a Foundation for Robotics
Manipulation policies must know which objects matter and where they are, yet the pretrained backbones that current robot…
智能体 HuggingFace Daily Papers · 9-20 阅读 52·访客 51
Neural Spectral Capacity: Measuring and Designing Architectures from Network Specification Alone
Modern Transformer design and compression both reduce to allocating capacity under a budget. The standard scalars for th…
智能体 HuggingFace Daily Papers · 9-19 阅读 50·访客 50
A Lie Detector Test for Language Models: Reading Knowledge a Model Won't Reveal
Large language models can hold knowledge they do not report. A model may sandbag on a capability evaluation, or answer a…
行业动态 HuggingFace Daily Papers · 9-18 阅读 30·访客 30