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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 402·访客 381
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ARCHIVE 共 864 条
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 83·访客 82
LynnReal-Omni: Native multi-modal Video Generation for Agentic Visual Workflows
Video diffusion models are stochastic and hard to control: precise content often requires repeated sampling without guar…
智能体 HuggingFace Daily Papers · 9-14 阅读 88·访客 87
Dream-RSI: Recursive Self-Improvement through Evolving Worlds
Recursive self-improvement is becoming increasingly vital for autonomous AI agents, where progress hinges on discovering…
智能体 HuggingFace Daily Papers · 9-14 阅读 122·访客 121
HarnessVLN: Unifying Training-Free Embodied Navigation through an Agent Harness
Embodied navigation requires agents to interpret visual observations, accumulate spatial knowledge, and execute actions …
智能体 HuggingFace Daily Papers · 9-14 阅读 68·访客 67
EvoOntology: A Self-Evolving Ontology Layer for Data Agents
Data agents aim to fulfill natural-language instructions over heterogeneous data, including tables, files, and databases…
智能体 HuggingFace Daily Papers · 9-14 阅读 84·访客 83
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 72·访客 72
Atria Dawn: The Dawn of Agentic Superintelligence
As AI agents become participants in the development of their successors, they reshape both the production of intelligenc…
智能体 HuggingFace Daily Papers · 9-14 阅读 78·访客 78
我国力争到 2030 年关键软件全面实现智能化升级
IT之家 9 月 13 日消息,据新华社报道,工业和信息化部 11 日对外发布《“人工智能 + 软件”专项行动实施方案》,提出到 2030 年,人工智能与软件和信息技术服务业融合发展实现新跃升, 关键软件全面实现智能化升级 ,智能编程、智能…
智能体 IT之家 · 9-13 阅读 77·访客 70
今年外滩最特别Agent:能干活,能陪聊,还会朋友圈拉黑你
Agent的下一步是关系型生产力]
智能体 量子位 · 9-13 阅读 86·访客 82
OmniHarness: Harnessing Generalizable Visual Generation via Symbolic Policy Learning
Unified multimodal large language models (MLLMs) and multi-agent systems have advanced visual generation. However, three…
智能体 HuggingFace Daily Papers · 9-13 阅读 67·访客 66
蚂蚁灵波开源三款 LingBot-World 2.0 世界模型:Small 参数 1.3B 面向消费级单卡 GPU 设计
IT之家 9 月 13 日消息,继今年 7 月开源 LingBot-World 2.0 14B 模型后,蚂蚁灵波科技本周进一步开源三款模型:LingBot-World 2.0 Small(1.3B)、LingBot-World 2.0 Bi…
智能体 IT之家 · 9-13 阅读 81·访客 75
银行Agent上岗:4200万小微经营者可用,信贷、票据、财税一把梭
看清「一个真正的人」]
智能体 量子位 · 9-12 阅读 85·访客 77
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