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。
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ARCHIVE 共 747 条Meta's Muse agent gives every user a full cloud computer running Ubuntu Linux
Sep 25, 2026
GPT-Image-2 prompted by THE DECODER
Every Muse user gets a free, full-fledged computer in the cloud with it…
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…
Black Forest Labs launches FLUX 3 Action, an open robotics AI model
Sep 24, 2026
Black Forest Labs is releasing FLUX 3 Action, an open AI model designed for robotics.** It builds on the mu…
Black Forest Labs Releases FLUX 3 Action: A 7B Open-Weights World Action Model That Tops RoboLab-120
Black Forest Labs (BFL), the lab behind the FLUX image models, has released FLUX 3 Action. It is a 7B open-weights World…
AgentWorld: Benchmarking Long-Horizon Collaboration of Multi-agent LLMs
Existing multi-agent benchmarks primarily test in competitive settings, short-horizon interactions under 20 steps, or si…
BottleCap AI Releases ThinkingCap-Qwen3.8-27B: 37.2% Fewer Thinking Tokens at a 0.86pp Accuracy Cost
BottleCap AI has released ThinkingCap-Qwen3.8-27B, the second model in its ThinkingCap series. It is a fine-tune of the …
聊天、编程、智能体三合一,微软正式发布新版 Copilot“超级应用”
IT之家 9 月 25 日消息,今天(25 日)晚间,微软正式发布新版 Copilot“超级应用”。新版 Copilot 把聊天、编程和智能体三类 AI 能力集中到同一个界面中。
微软为其给出的新定位是“**为工作而生的 AI**”,甚至把…
Google tests letting Gemini call businesses for you
With AI agents like Meta’s Muse and Instinct now able to make calls on users’ behalf, Google is now letting Gemini call …
OpenAI闯大祸!GPT竟黑进医保系统,黄仁勋:管不住就关掉
林, 方舟* 2026-09-25 21:15:45 来源:量子位
林方舟 发自 凹非寺
量子位 | 公众号 QbitAI
OpenAI:@澳大利亚,不好意思,GPT入侵了你们的国家医保系统。
我知道你很急,但你先别急,因为这是三个月前的…
Perplexity Trains Its Computer Agent on Real Mistakes With Hint-Guided Self-Distillation
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英伟达黄仁勋:AI 不会必然消灭某个职业,“10 年内 AI 毁灭人类”更是无稽之谈
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黄仁勋把工作拆分为任务(例如写代码、整理资料…
For months, OpenAI’s agent swarms have been attacking online databases to find obscure facts
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