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 →
最新文章
LATEST 共 4693 条Vera Delivers the Best of Both Worlds: Highest Throughput and Fastest Agents
AI agents do more than generate answers. They search for information, query databases, write and test code and take acti…
PhysioWave-T: Token-Efficient Wavelet Foundation Models for Biosignals
We present PhysioWave-T, a token-efficient wavelet foundation model family for EEG, ECG, and sEMG. Dynamic scale folding…
The Download: Texas’s fragile AI boom and energy policy shifts
This is today's edition of* *The Download*,*our weekday newsletter that provides a daily dose of what's going on in the …
PCBRouteAgent: How Close Are LLM Agents to Becoming PCB Routing Engineers?
Automating printed circuit board (PCB) routing requires coordinating board-level connectivity decisions with geometric e…
FewStepRL: Fine-tuning Few-step Diffusion Models with Reinforcement Learning
Reinforcement learning (RL) has become a standard post-training method for diffusion models, but most RL objectives roll…
Knowing When to Teach: Learning from Teachable Prefixes in Multilingual Reasoning Distillation
On-Policy Self-Distillation (OPSD) improves reasoning by training a student on its own reasoning, using the same model c…
ReproBridge: Building Reproducibility into ML Research Artifacts
Reproducing machine learning experiments requires reconstructing procedures from information scattered across papers, re…
IWIBench: Evaluating Gradient-Free Model Driven Intra-weight Injection
Intra-weight injection lets one model change another model's behaviour by editing its weights directly, without gradient…
‘Hogwarts Legacy’ Gets a Magical NVIDIA DLSS 5 Upgrade on GeForce NOW
Hogwarts Legacy* receives an NVIDIA DLSS 5 upgrade with 3D-Guided Neural Rendering today, bringing lifelike lighting and…
美国中期选举重塑 AI 监管格局：10 州 41 项数据中心公投几乎全被否决
2026 中期选举民主党大胜，10 个州 41 项数据中心公投几乎全部被选民限制或否决，AI 监管与建设节奏面临转向。
腾讯发布开源模型 Hy4：770B 参数、1M 上下文、Apache 2.0 许可
腾讯发布开源模型 Hy4：770B 总参数、49B 激活的 MoE 架构，1M+ 上下文，Apache 2.0 许可。
Together Compiler：用 AI 智能体自动优化开源模型的 GPU 推理代码
Together AI 发布 Together Compiler，用 AI 智能体团队自动重写 GPU 代码，开源模型 24 小时内优化、吞吐最高提升 3.7 倍。