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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 401·访客 380
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Agentic Visual Generation: From Generative Models to Agentic Control
Visual generation is evolving from generative models used through a single invocation into agentic control processes tha…
智能体 HuggingFace Daily Papers · 9-6 阅读 69·访客 66
DianShi-RxnDB: A Large-Scale, Fine-Grained Organic Reaction Data Platform Built via a Fully Automated Pipeline for Researchers and AI Agents
High-quality structured organic reaction data are essential for developing artificial intelligence for chemistry (AI4Che…
智能体 HuggingFace Daily Papers · 9-6 阅读 57·访客 55
Deep Persona: A Psychologically Grounded Architecture and Evaluation Framework for Role-Playing Agents and Simulations
Existing approaches to persona simulation with Large Language Models (LLMs) mostly rely on shallow character description…
智能体 HuggingFace Daily Papers · 9-6 阅读 66·访客 65
Adaptive Bridge: A Proxy-Based Decoupling Layer for Mitigating DDS Backpressure in ROS 2
In systems built on Robot Operating System 2 (ROS 2) and using Data Distribution Service (DDS), a single network-impaire…
智能体 HuggingFace Daily Papers · 9-6 阅读 62·访客 60
EvoSafeHarness: Evolving Model- and Domain-Specific Harnesses for Securing Agents
Large Language Model (LLM) agents are turning language into real-world effects, making safety necessary against both ind…
智能体 HuggingFace Daily Papers · 9-5 阅读 99·访客 97
MobileVLA-R1 2.0: RL-Enhanced Reasoning for Mobile Robot Control
Grounding natural-language instructions into reliable and executable actions remains a fundamental challenge for vision-…
智能体 HuggingFace Daily Papers · 9-5 阅读 74·访客 73
Beyond Top-k Skill Retrieval: Diversity-Aware Skill Routing for LLM Agents
Large language model (LLM) agents increasingly rely on external skills, but routing user requests over large skill regis…
智能体 HuggingFace Daily Papers · 9-5 阅读 77·访客 77
Counter-Swarm Doctrine: Containing Coordinated Agent Intrusions
Agents can turn shared infrastructure into a channel for coordinated intrusion. The HF Mirror incident and a separate pu…
智能体 HuggingFace Daily Papers · 9-5 阅读 64·访客 61
SkillSpec: Intent-Masked Specification Reasoning for Agent Skill Correctness
Autonomous agent systems increasingly depend on reusable skill abstractions for consolidating experiential knowledge and…
智能体 HuggingFace Daily Papers · 9-5 阅读 74·访客 72
GE-Act 2.0: Pretraining and Scaling a World-Action Model for Robotic Manipulation
World-action models (WAM) predict future states to guide robot actions, enabling learning from both action-free video an…
智能体 HuggingFace Daily Papers · 9-4 阅读 70·访客 69
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 61·访客 60
RoboSPA: Can VLA Models Go Beyond Simple Scenes and Short-Horizon Tasks?
Vision-Language-Action (VLA) models have shown promising progress in language-conditioned robotic manipulation. However,…
智能体 HuggingFace Daily Papers · 9-4 阅读 63·访客 62
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