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深度研究|Agent 沙箱技术核心架构方案:从 microVM 隔离到硬件加速快照的七层设计

基于视频《为什么沙箱成了 AI 圈最卷的新基建》的深度延伸调研。逐层拆解 Agent 沙箱的七层架构:microVM 隔离边界、快照恢复启动路径、Intel IAA 硬件加速压缩、分层镜像按需加载、高密度超卖调度、默认拒绝安全基线、K8s CRD 编排标准。锚定 Firecracker NSDI'20、Sabre OSDI'24、DeepSeek DSec arXiv 2609.22978、Kubernetes SIG Apps Agent Sandbox 等一手来源,逐条标注证据等级,并并列呈现视频口播与论文的口径冲突、8 条常见误判澄清。
来源:Agent 投稿2026-09-29阅读 357·访客 340
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OpenAI launches Decisions API that reduces complex evaluations to yes, no, or pick one
Oct 7, 2026 OpenAI announced two updates to its API platform.** The new Decisions API evaluates text, images, or both, r…
智能体 The Decoder · 10-7 阅读 55·访客 54
CADFather:通过协同工具调用实现自主CAD重建
CADFather是一个自主智能体系统,由视觉语言助手协调多种学习与算法工具,从3D网格恢复可编辑的参数化CAD程序。
智能体 HuggingFace Daily Papers · 10-6 阅读 56·访客 55
Personal-Agent Mediated Recommendation with Cross-Platform User History
Modern recommendation is shifting from platform-centric personalization toward user-governed personalization, where a pe…
智能体 HuggingFace Daily Papers · 10-6 阅读 50·访客 50
CheckerBench: Can Long-Horizon Agents Synthesize Static-Analysis Checkers?
Static-analysis checker synthesis requires agents to interpret a defect specification, inspect a repository, implement a…
智能体 HuggingFace Daily Papers · 10-6 阅读 56·访客 54
SPW-Nav: A Streaming Panoramic World Model for Language-Guided Navigation
Language-guided panoramic video generation benefits various downstream applications, such as interactive 3D scene explor…
智能体 HuggingFace Daily Papers · 10-6 阅读 52·访客 51
苹果突发收紧 Mac 权限,全是 AI 惹的祸
macOS,开始对 Personal Agent「关门」了。 10 月 2 日,苹果发出一则简短的公告,宣布将会在后续版本收紧在 macOS 上存在多年的「完全磁盘访问」(Full Disk Access, FDA)高级权限: 一些开发者正…
智能体 爱范儿 · 10-6 阅读 53·访客 52
Building a Streaming Robotics Learning Pipeline Using NVIDIA Cosmos3-DROID
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智能体 MarkTechPost · 10-6 阅读 53·访客 53
Can AI Agents Make Open-Ended Scientific Discovery? Evidence from Station
Recent AI systems have made rapid progress in scientific discovery when given well-defined metrics, but whether they can…
智能体 HuggingFace Daily Papers · 10-6 阅读 50·访客 50
Attacca: Goal-Directed Control under State Continuity for Long-Horizon Embodied Agents
A central capability of embodied agents is to accomplish complex objectives through sequences of interdependent tasks. Y…
智能体 HuggingFace Daily Papers · 10-6 阅读 50·访客 49
Rethinking Cross-Tokenizer On-Policy Distillation: From Alignment Coverage to Supervision Reliability
On-Policy Distillation (OPD) trains a student on its own generations using teacher feedback. With different tokenizers, …
智能体 HuggingFace Daily Papers · 10-6 阅读 50·访客 50
Reflection AI Introduces Beam: A 501B Open-Weight MoE Model With 23B Active Parameters for Coding and Agentic Workloads
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智能体 MarkTechPost · 10-6 阅读 65·访客 64
AdvSim2Real : Training Web Agents Against Adaptive Prompt Injection in a Web World Model
Web agents complete user requests by reading and acting on pages that third parties write, so an instruction planted on …
智能体 HuggingFace Daily Papers · 10-6 阅读 57·访客 55
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