4 papers · 1 filter
DeltaBox: Scaling Stateful AI Agents with Millisecond-Level Sandbox Checkpoint/Rollback
Yunpeng Dong, Jingkai He, Shiqi Liu +7
LLM-powered AI agents require high-frequency state exploration (e.g., test-time tree search and reinforcement learning), relying on rapid checkpoint and rollback (C/R) of the compl…
ParaCell: Paravirtualized Secure Containers with Lightweight Intra-Container Isolation and Intent-Driven Memory Management
Yiyang Wu, Xunjie Wang, Jinyu Gu +1
Secure containers isolate each container with its own kernel, mitigating shared-kernel attacks prevalent in traditional container systems. However, existing designs still face a fu…
VUDA: Breaking CUDA-Vulkan Isolation for Spatial Sharing of Compute and Graphics on the Same GPU
Bin Xu, Pengfei Hu, Wenxin Zheng +2
GPU-based simulation environments for embodied AI interleave physics simulation (CUDA) and photorealistic rendering (Vulkan) on a single device. We observe that two foundational sc…
From Imperative to Declarative: Towards LLM-friendly OS Interfaces for Boosted Computer-Use Agents
Yuan Wang, Mingyu Li, Haibo Chen
Computer-use agents (CUAs) powered by large language models (LLMs) have emerged as a promising approach to automating computer tasks, yet they struggle with the existing human-orie…