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。
阅读全文 →
全部文章
ARCHIVE 共 864 条Agora: Git as Shared Memory for Collective AutoResearch
Autonomous research loops such as AutoResearch show that one coding agent can improve a training setup unattended. Run s…
协同办公进入Agent时代，飞书+豆包工作跑在了最前面
AI协同办公的新官配，我先磕了]
CERA-MoA: Co-Evolving Routing Mechanisms with Continually Learning LLM Agents
Current Mixture-of-Agents (MoA) paradigms generally treat query routing and agent fine-tuning as separate processes, lim…
ProgramDistill: From Interactive Web Apps to Verifiable Reference-Guided SWE Tasks
Coding agents are typically evaluated with desired behavior specified through issues or instructions. In practical web d…
PANORAMA: Panoptic Grounded Captioning via Mask Proposal Selection
Intelligent systems that act in the world require image understanding that is both comprehensive and spatially grounded.…
ActionPiece: Rethinking Action Tokenization for Autoregressive Vision-Language-Action Models
Action tokenizers play a central role in autoregressive vision-language-action (VLA) models, determining both the target…
PACT: Can Enterprise AI Assistants Be Trusted Under Pressure?
As corporate AI adoption continues to grow, enterprise-grade LLM agents are being deployed into sensitive contexts such …
Anthropic Claude Opus 5.2 灰度测试曝光：响应更快，告别“偷懒”
原标题：《突发！Opus 5.2 深夜上线，RSI 真来了？》 今天清晨，Opus 5.2 悄悄上线了。许多开发者发现，新一代神级模型 Claude Opus 5.2，已经在 Claude Code 中开启灰度测试！ 而且，此前一份内部风险…
豆包工作和飞书，把中国第一个团队 Agent 拉进了工作群
为团队而生的办公 Agent #欢迎关注爱范儿官方微信公众号：爱范儿（微信号：ifanr），更多精彩内容第一时间为您奉上。 ]
荣耀 AgenticOS 亮相，10 月面向 Magic9 系列用户开放尝鲜招募与推送
IT之家 9 月 15 日消息，在今晚的荣耀 HGDC 2026 荣耀开发者大会上，荣耀 AgenticOS 系统也登场亮相。 根据规划， 荣耀年度旗舰 Magic9 系列将首发搭载 MagicOS 11 系统 。今年 10 月份，荣耀还会…
Verifiable Social Reasoning for LLM Assistants
LLM assistants are widely used for daily social advice, yet evaluating their social reasoning in such consultation setti…
Fathom: Per-Query Read Depth for Sparse Decoding over Offloaded KV Caches
When agentic sessions run to a million tokens with many sessions resident at once, the KV cache and the index that ranks…