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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 397·访客 377
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Emergence World: Adversarial Stress-Testing of Long-Horizon Multi-Agent Systems
As AI agents move from bounded tasks to persistent deployments, failures can propagate through memory, tools, other agen…
智能体 HuggingFace Daily Papers · 9-15 阅读 60·访客 59
Embedding Physics Priors in Robot Learning: A Survey
The rapid progress of artificial intelligence is reshaping robotics and accelerating the adoption of learning-based appr…
智能体 HuggingFace Daily Papers · 9-15 阅读 62·访客 62
Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning to Agents
Reliable confidence estimation is increasingly central to the trustworthy deployment of language models: a calibrated es…
智能体 HuggingFace Daily Papers · 9-15 阅读 71·访客 69
ScienceBuddy: Recursive-in-Recursive Self-Improvement for Interactive Scientific Agents
We introduce and release ScienceBuddy, an interactive scientific research workspace that brings continually improving sc…
智能体 HuggingFace Daily Papers · 9-15 阅读 96·访客 94
Agent-net Open Sources Webagent: A Go Harness That Turns Any Website into a Guarded AI Agent
Agent-net, the team building an agent-to-agent marketplace where AI agents discover, trust, and pay each other, has rele…
智能体 MarkTechPost · 9-15 阅读 72·访客 70
EvolveTrade: Experience-Driven Policy Refinement for Self-Evolving LLM Trading Agents
Large language model (LLM) trading agents can combine market data, news, and executable analysis, but their behavior is …
智能体 HuggingFace Daily Papers · 9-15 阅读 88·访客 88
EventEgoHands++: Event-based Egocentric 3D Hand Mesh Reconstruction with Real Dataset
3D hand mesh reconstruction is a challenging yet essential task for downstream applications, including human-robot inter…
智能体 HuggingFace Daily Papers · 9-15 阅读 57·访客 56
Reflect, Revise, Reuse: Training-Free Skill Evolution for GUI Agents
GUI agents execute long-horizon tasks on dynamic graphical user interfaces, where pop-ups, delayed loads, and relocated …
智能体 HuggingFace Daily Papers · 9-15 阅读 82·访客 81
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 67·访客 67
AI agents blew the whistle on their cheating colleagues
A group of AI agents asked to solve a series of math problems split into rival factions—when some cheated, others tried …
智能体 MIT Technology Review · 9-15 阅读 63·访客 63
The Download: AI doomers, whistleblowing agents, and de-aged livers
This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the wor…
智能体 MIT Technology Review · 9-15 阅读 77·访客 77
RSIAgent: Autonomous Exploration for Recursive Self-improvement in New Environments
Digital agents must often adapt to new environments whose interfaces, tools, and failure modes are not fully captured by…
智能体 HuggingFace Daily Papers · 9-14 阅读 108·访客 107
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